In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 49
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fc998d9e828>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 49
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fc9a07f6e10>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, (None), name='learning_rate')
return (inputs_real, inputs_z, learning_rate)
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
alpha = 0.2
with tf.variable_scope('discriminator', reuse=reuse):
# images = 28x28x3
x1 = tf.layers.conv2d(images, 128, 5, strides=1, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
# 28x28x128
x2 = tf.layers.conv2d(relu1, 256, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 14x14x256
x3 = tf.layers.conv2d(relu2, 512, 5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 7x7x512
# Flatten it 25,008
flat = tf.reshape(relu3, (-1, 7*7*512))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return (out, logits)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
alpha = 0.2
with tf.variable_scope('generator', reuse=not is_train):
# 25,008
x1 = tf.layers.dense(z, 7*7*512)
# Reshape it: 7x7x512
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# 7x7x512
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 14x14x256
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 28x28x128
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=1, padding='same')
# 28x28x<out_channel_dim>
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
all_update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
g_update_ops = [var for var in all_update_ops if var.name.startswith('generator')]
d_update_ops = [var for var in all_update_ops if var.name.startswith('discriminator')]
with tf.control_dependencies(d_update_ops):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1 = beta1).minimize(d_loss, var_list = d_vars)
with tf.control_dependencies(g_update_ops):
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1 = beta1).minimize(g_loss, var_list = g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
input_real, input_z, lr = model_inputs(*data_shape[1:], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[-1])
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
samples, losses = [], []
steps = 0
sample_z = np.random.uniform(-1, 1, size=(72, z_dim))
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
batch_images = batch_images * 2
steps += 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images, lr: learning_rate})
if steps % 10 == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {0}/{1}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:4f}...".format(train_loss_d),
"Generator Loss: {:4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps % 100 == 0:
show_generator_output(sess, 25, input_z, data_shape[-1], data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 50
z_dim = 100
learning_rate = 0.0005
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.000061... Generator Loss: 28.934143 Epoch 1/2... Discriminator Loss: 0.000021... Generator Loss: 27.642599 Epoch 1/2... Discriminator Loss: 0.010960... Generator Loss: 43.966309 Epoch 1/2... Discriminator Loss: 0.000649... Generator Loss: 19.246193 Epoch 1/2... Discriminator Loss: 0.026794... Generator Loss: 4.225798 Epoch 1/2... Discriminator Loss: 0.000145... Generator Loss: 12.476180 Epoch 1/2... Discriminator Loss: 1.562206... Generator Loss: 3.653619 Epoch 1/2... Discriminator Loss: 1.899490... Generator Loss: 0.381597 Epoch 1/2... Discriminator Loss: 0.000171... Generator Loss: 26.810593 Epoch 1/2... Discriminator Loss: 0.000656... Generator Loss: 18.872856
Epoch 1/2... Discriminator Loss: 0.330944... Generator Loss: 13.513503 Epoch 1/2... Discriminator Loss: 0.145003... Generator Loss: 4.630116 Epoch 1/2... Discriminator Loss: 0.209829... Generator Loss: 2.664790 Epoch 1/2... Discriminator Loss: 2.515746... Generator Loss: 0.218314 Epoch 1/2... Discriminator Loss: 1.148149... Generator Loss: 0.763774 Epoch 1/2... Discriminator Loss: 1.123564... Generator Loss: 1.149648 Epoch 1/2... Discriminator Loss: 3.200030... Generator Loss: 0.095254 Epoch 1/2... Discriminator Loss: 0.488049... Generator Loss: 1.555333 Epoch 1/2... Discriminator Loss: 1.177267... Generator Loss: 3.579447 Epoch 1/2... Discriminator Loss: 0.612334... Generator Loss: 2.504287
Epoch 1/2... Discriminator Loss: 1.289231... Generator Loss: 0.767128 Epoch 1/2... Discriminator Loss: 0.844882... Generator Loss: 1.622980 Epoch 1/2... Discriminator Loss: 1.029554... Generator Loss: 5.353817 Epoch 1/2... Discriminator Loss: 0.500920... Generator Loss: 2.226247 Epoch 1/2... Discriminator Loss: 1.587272... Generator Loss: 2.113319 Epoch 1/2... Discriminator Loss: 2.491234... Generator Loss: 0.234245 Epoch 1/2... Discriminator Loss: 0.618383... Generator Loss: 1.067074 Epoch 1/2... Discriminator Loss: 1.859493... Generator Loss: 3.263872 Epoch 1/2... Discriminator Loss: 1.844431... Generator Loss: 0.319788 Epoch 1/2... Discriminator Loss: 2.072435... Generator Loss: 2.847517
Epoch 1/2... Discriminator Loss: 1.959198... Generator Loss: 0.527076 Epoch 1/2... Discriminator Loss: 0.696382... Generator Loss: 1.744537 Epoch 1/2... Discriminator Loss: 1.094216... Generator Loss: 2.218685 Epoch 1/2... Discriminator Loss: 0.936725... Generator Loss: 2.121285 Epoch 1/2... Discriminator Loss: 1.171049... Generator Loss: 0.956687 Epoch 1/2... Discriminator Loss: 1.154859... Generator Loss: 0.698558 Epoch 1/2... Discriminator Loss: 1.516975... Generator Loss: 0.400964 Epoch 1/2... Discriminator Loss: 1.120958... Generator Loss: 0.757039 Epoch 1/2... Discriminator Loss: 1.399384... Generator Loss: 0.435594 Epoch 1/2... Discriminator Loss: 1.239990... Generator Loss: 2.399728
Epoch 1/2... Discriminator Loss: 1.136077... Generator Loss: 1.709656 Epoch 1/2... Discriminator Loss: 1.442653... Generator Loss: 1.982760 Epoch 1/2... Discriminator Loss: 1.192068... Generator Loss: 0.585033 Epoch 1/2... Discriminator Loss: 1.205437... Generator Loss: 0.544465 Epoch 1/2... Discriminator Loss: 1.080478... Generator Loss: 0.792274 Epoch 1/2... Discriminator Loss: 1.010549... Generator Loss: 0.699179 Epoch 1/2... Discriminator Loss: 1.449255... Generator Loss: 2.389877 Epoch 1/2... Discriminator Loss: 1.007452... Generator Loss: 0.759223 Epoch 1/2... Discriminator Loss: 1.168149... Generator Loss: 0.554722 Epoch 1/2... Discriminator Loss: 1.530747... Generator Loss: 2.346436
Epoch 1/2... Discriminator Loss: 0.820318... Generator Loss: 1.971665 Epoch 1/2... Discriminator Loss: 1.456802... Generator Loss: 0.347609 Epoch 1/2... Discriminator Loss: 1.288448... Generator Loss: 0.453849 Epoch 1/2... Discriminator Loss: 2.708148... Generator Loss: 3.609345 Epoch 1/2... Discriminator Loss: 1.192092... Generator Loss: 0.553120 Epoch 1/2... Discriminator Loss: 1.481587... Generator Loss: 0.385876 Epoch 1/2... Discriminator Loss: 1.631717... Generator Loss: 0.426208 Epoch 1/2... Discriminator Loss: 1.072385... Generator Loss: 1.256437 Epoch 1/2... Discriminator Loss: 1.423460... Generator Loss: 2.096963 Epoch 1/2... Discriminator Loss: 1.580127... Generator Loss: 2.151775
Epoch 1/2... Discriminator Loss: 1.328304... Generator Loss: 0.467984 Epoch 1/2... Discriminator Loss: 2.060570... Generator Loss: 0.213065 Epoch 1/2... Discriminator Loss: 1.286673... Generator Loss: 0.561041 Epoch 1/2... Discriminator Loss: 1.264662... Generator Loss: 1.997517 Epoch 1/2... Discriminator Loss: 1.025673... Generator Loss: 0.690524 Epoch 1/2... Discriminator Loss: 1.070693... Generator Loss: 0.991473 Epoch 1/2... Discriminator Loss: 1.211277... Generator Loss: 0.468890 Epoch 1/2... Discriminator Loss: 1.178902... Generator Loss: 1.622676 Epoch 1/2... Discriminator Loss: 0.919735... Generator Loss: 0.947386 Epoch 1/2... Discriminator Loss: 1.409069... Generator Loss: 1.980396
Epoch 1/2... Discriminator Loss: 1.764183... Generator Loss: 0.289077 Epoch 1/2... Discriminator Loss: 1.745019... Generator Loss: 0.292627 Epoch 1/2... Discriminator Loss: 3.047393... Generator Loss: 4.324504 Epoch 1/2... Discriminator Loss: 1.092608... Generator Loss: 1.355404 Epoch 1/2... Discriminator Loss: 1.538394... Generator Loss: 0.357498 Epoch 1/2... Discriminator Loss: 1.054472... Generator Loss: 0.712770 Epoch 1/2... Discriminator Loss: 1.882417... Generator Loss: 0.254200 Epoch 1/2... Discriminator Loss: 1.173761... Generator Loss: 0.652994 Epoch 1/2... Discriminator Loss: 1.570318... Generator Loss: 0.368578 Epoch 1/2... Discriminator Loss: 1.173203... Generator Loss: 1.435294
Epoch 1/2... Discriminator Loss: 0.981883... Generator Loss: 1.046257 Epoch 1/2... Discriminator Loss: 0.841305... Generator Loss: 1.435902 Epoch 1/2... Discriminator Loss: 2.073752... Generator Loss: 3.466253 Epoch 1/2... Discriminator Loss: 1.712069... Generator Loss: 0.371517 Epoch 1/2... Discriminator Loss: 1.178972... Generator Loss: 0.768791 Epoch 1/2... Discriminator Loss: 0.872356... Generator Loss: 1.845934 Epoch 1/2... Discriminator Loss: 1.392671... Generator Loss: 1.656019 Epoch 1/2... Discriminator Loss: 1.134521... Generator Loss: 0.599520 Epoch 1/2... Discriminator Loss: 1.018470... Generator Loss: 0.668882 Epoch 1/2... Discriminator Loss: 1.695413... Generator Loss: 1.908724
Epoch 1/2... Discriminator Loss: 1.860595... Generator Loss: 0.281783 Epoch 1/2... Discriminator Loss: 1.197059... Generator Loss: 0.600717 Epoch 1/2... Discriminator Loss: 1.029306... Generator Loss: 1.610611 Epoch 1/2... Discriminator Loss: 1.013761... Generator Loss: 1.448350 Epoch 1/2... Discriminator Loss: 1.513502... Generator Loss: 0.402169 Epoch 1/2... Discriminator Loss: 1.153992... Generator Loss: 0.603409 Epoch 1/2... Discriminator Loss: 1.000392... Generator Loss: 1.004187 Epoch 1/2... Discriminator Loss: 1.240092... Generator Loss: 0.823554 Epoch 1/2... Discriminator Loss: 0.735863... Generator Loss: 1.289168 Epoch 1/2... Discriminator Loss: 2.311208... Generator Loss: 0.162697
Epoch 1/2... Discriminator Loss: 1.471866... Generator Loss: 1.960778 Epoch 1/2... Discriminator Loss: 2.067491... Generator Loss: 0.217896 Epoch 1/2... Discriminator Loss: 1.481928... Generator Loss: 0.481847 Epoch 1/2... Discriminator Loss: 2.109889... Generator Loss: 0.220725 Epoch 1/2... Discriminator Loss: 0.846763... Generator Loss: 0.914970 Epoch 1/2... Discriminator Loss: 1.200028... Generator Loss: 2.406001 Epoch 1/2... Discriminator Loss: 1.183333... Generator Loss: 0.593091 Epoch 1/2... Discriminator Loss: 1.647146... Generator Loss: 0.285429 Epoch 1/2... Discriminator Loss: 1.783541... Generator Loss: 1.713203 Epoch 1/2... Discriminator Loss: 0.999525... Generator Loss: 1.572796
Epoch 1/2... Discriminator Loss: 1.440690... Generator Loss: 0.402042 Epoch 1/2... Discriminator Loss: 1.279073... Generator Loss: 0.777656 Epoch 1/2... Discriminator Loss: 1.297186... Generator Loss: 0.493786 Epoch 1/2... Discriminator Loss: 0.892689... Generator Loss: 0.876864 Epoch 1/2... Discriminator Loss: 2.403928... Generator Loss: 0.135572 Epoch 1/2... Discriminator Loss: 0.982501... Generator Loss: 0.906066 Epoch 1/2... Discriminator Loss: 1.341411... Generator Loss: 0.440896 Epoch 1/2... Discriminator Loss: 1.504248... Generator Loss: 0.382432 Epoch 1/2... Discriminator Loss: 1.924885... Generator Loss: 0.378419 Epoch 1/2... Discriminator Loss: 1.332151... Generator Loss: 0.449423
Epoch 2/2... Discriminator Loss: 1.814862... Generator Loss: 0.260069 Epoch 2/2... Discriminator Loss: 0.910352... Generator Loss: 1.154909 Epoch 2/2... Discriminator Loss: 0.874748... Generator Loss: 0.899166 Epoch 2/2... Discriminator Loss: 1.146291... Generator Loss: 2.035696 Epoch 2/2... Discriminator Loss: 1.099438... Generator Loss: 1.335324 Epoch 2/2... Discriminator Loss: 1.328574... Generator Loss: 0.448264 Epoch 2/2... Discriminator Loss: 0.961721... Generator Loss: 0.735475 Epoch 2/2... Discriminator Loss: 1.954012... Generator Loss: 4.958410 Epoch 2/2... Discriminator Loss: 1.183123... Generator Loss: 2.203913 Epoch 2/2... Discriminator Loss: 1.232031... Generator Loss: 0.549795
Epoch 2/2... Discriminator Loss: 0.736457... Generator Loss: 0.986818 Epoch 2/2... Discriminator Loss: 0.821164... Generator Loss: 1.176719 Epoch 2/2... Discriminator Loss: 1.054269... Generator Loss: 1.117130 Epoch 2/2... Discriminator Loss: 1.800824... Generator Loss: 2.908696 Epoch 2/2... Discriminator Loss: 0.997754... Generator Loss: 0.743054 Epoch 2/2... Discriminator Loss: 1.496271... Generator Loss: 0.375171 Epoch 2/2... Discriminator Loss: 0.743091... Generator Loss: 1.561765 Epoch 2/2... Discriminator Loss: 0.713888... Generator Loss: 1.150612 Epoch 2/2... Discriminator Loss: 0.415256... Generator Loss: 1.708159 Epoch 2/2... Discriminator Loss: 2.650351... Generator Loss: 4.718759
Epoch 2/2... Discriminator Loss: 0.551378... Generator Loss: 1.263627 Epoch 2/2... Discriminator Loss: 0.680982... Generator Loss: 1.026619 Epoch 2/2... Discriminator Loss: 0.636594... Generator Loss: 2.108693 Epoch 2/2... Discriminator Loss: 0.956281... Generator Loss: 2.154186 Epoch 2/2... Discriminator Loss: 1.024530... Generator Loss: 1.581415 Epoch 2/2... Discriminator Loss: 0.912781... Generator Loss: 1.402061 Epoch 2/2... Discriminator Loss: 1.214623... Generator Loss: 0.590571 Epoch 2/2... Discriminator Loss: 1.986806... Generator Loss: 2.290900 Epoch 2/2... Discriminator Loss: 0.899362... Generator Loss: 0.821909 Epoch 2/2... Discriminator Loss: 1.406703... Generator Loss: 3.176476
Epoch 2/2... Discriminator Loss: 0.716839... Generator Loss: 1.045139 Epoch 2/2... Discriminator Loss: 0.645553... Generator Loss: 2.335075 Epoch 2/2... Discriminator Loss: 0.845072... Generator Loss: 0.891732 Epoch 2/2... Discriminator Loss: 0.509323... Generator Loss: 2.541416 Epoch 2/2... Discriminator Loss: 0.528279... Generator Loss: 1.205632 Epoch 2/2... Discriminator Loss: 3.442787... Generator Loss: 0.066062 Epoch 2/2... Discriminator Loss: 0.657138... Generator Loss: 1.673666 Epoch 2/2... Discriminator Loss: 1.185601... Generator Loss: 3.601238 Epoch 2/2... Discriminator Loss: 0.590067... Generator Loss: 1.565450 Epoch 2/2... Discriminator Loss: 1.820044... Generator Loss: 3.652181
Epoch 2/2... Discriminator Loss: 0.694410... Generator Loss: 2.029579 Epoch 2/2... Discriminator Loss: 0.566645... Generator Loss: 1.424607 Epoch 2/2... Discriminator Loss: 0.809171... Generator Loss: 1.000482 Epoch 2/2... Discriminator Loss: 2.189967... Generator Loss: 0.227936 Epoch 2/2... Discriminator Loss: 0.709440... Generator Loss: 1.184239 Epoch 2/2... Discriminator Loss: 0.521328... Generator Loss: 1.861404 Epoch 2/2... Discriminator Loss: 0.624052... Generator Loss: 1.281217 Epoch 2/2... Discriminator Loss: 0.471443... Generator Loss: 1.455194 Epoch 2/2... Discriminator Loss: 1.463775... Generator Loss: 2.308495 Epoch 2/2... Discriminator Loss: 1.111771... Generator Loss: 0.725529
Epoch 2/2... Discriminator Loss: 0.731871... Generator Loss: 1.748208 Epoch 2/2... Discriminator Loss: 2.003666... Generator Loss: 3.841624 Epoch 2/2... Discriminator Loss: 0.706842... Generator Loss: 1.780801 Epoch 2/2... Discriminator Loss: 0.574739... Generator Loss: 1.907467 Epoch 2/2... Discriminator Loss: 0.554493... Generator Loss: 1.330618 Epoch 2/2... Discriminator Loss: 1.565597... Generator Loss: 0.507350 Epoch 2/2... Discriminator Loss: 0.507248... Generator Loss: 1.619646 Epoch 2/2... Discriminator Loss: 0.402265... Generator Loss: 2.371995 Epoch 2/2... Discriminator Loss: 1.023224... Generator Loss: 0.914797 Epoch 2/2... Discriminator Loss: 0.544406... Generator Loss: 1.558623
Epoch 2/2... Discriminator Loss: 2.709512... Generator Loss: 0.236699 Epoch 2/2... Discriminator Loss: 2.286856... Generator Loss: 4.416885 Epoch 2/2... Discriminator Loss: 0.566460... Generator Loss: 1.649630 Epoch 2/2... Discriminator Loss: 0.688776... Generator Loss: 1.231779 Epoch 2/2... Discriminator Loss: 0.825745... Generator Loss: 0.901589 Epoch 2/2... Discriminator Loss: 0.554448... Generator Loss: 1.426121 Epoch 2/2... Discriminator Loss: 1.529406... Generator Loss: 0.492340 Epoch 2/2... Discriminator Loss: 0.398816... Generator Loss: 2.177823 Epoch 2/2... Discriminator Loss: 0.600054... Generator Loss: 1.745648 Epoch 2/2... Discriminator Loss: 0.756492... Generator Loss: 1.104279
Epoch 2/2... Discriminator Loss: 0.840778... Generator Loss: 0.920353 Epoch 2/2... Discriminator Loss: 0.626615... Generator Loss: 1.358180 Epoch 2/2... Discriminator Loss: 0.470765... Generator Loss: 1.261608 Epoch 2/2... Discriminator Loss: 0.172658... Generator Loss: 2.765353 Epoch 2/2... Discriminator Loss: 0.413142... Generator Loss: 1.604838 Epoch 2/2... Discriminator Loss: 0.121598... Generator Loss: 2.902203 Epoch 2/2... Discriminator Loss: 1.210675... Generator Loss: 0.651802 Epoch 2/2... Discriminator Loss: 0.790073... Generator Loss: 3.310701 Epoch 2/2... Discriminator Loss: 1.347885... Generator Loss: 2.988319 Epoch 2/2... Discriminator Loss: 0.732368... Generator Loss: 2.036827
Epoch 2/2... Discriminator Loss: 0.854760... Generator Loss: 0.954710 Epoch 2/2... Discriminator Loss: 0.422327... Generator Loss: 1.615030 Epoch 2/2... Discriminator Loss: 0.316860... Generator Loss: 2.788359 Epoch 2/2... Discriminator Loss: 2.097555... Generator Loss: 0.314721 Epoch 2/2... Discriminator Loss: 0.750125... Generator Loss: 1.063597 Epoch 2/2... Discriminator Loss: 0.549592... Generator Loss: 1.549608 Epoch 2/2... Discriminator Loss: 0.798711... Generator Loss: 0.977347 Epoch 2/2... Discriminator Loss: 1.098460... Generator Loss: 0.792678 Epoch 2/2... Discriminator Loss: 3.370867... Generator Loss: 0.115253 Epoch 2/2... Discriminator Loss: 1.259717... Generator Loss: 2.199084
Epoch 2/2... Discriminator Loss: 0.917660... Generator Loss: 1.198766 Epoch 2/2... Discriminator Loss: 0.908488... Generator Loss: 0.962253 Epoch 2/2... Discriminator Loss: 0.572440... Generator Loss: 1.805198 Epoch 2/2... Discriminator Loss: 0.532149... Generator Loss: 1.677577 Epoch 2/2... Discriminator Loss: 0.350178... Generator Loss: 1.919436 Epoch 2/2... Discriminator Loss: 1.308692... Generator Loss: 3.161335 Epoch 2/2... Discriminator Loss: 1.683570... Generator Loss: 4.121213 Epoch 2/2... Discriminator Loss: 0.889296... Generator Loss: 1.010844 Epoch 2/2... Discriminator Loss: 0.782765... Generator Loss: 1.037988 Epoch 2/2... Discriminator Loss: 0.331748... Generator Loss: 1.951649
Epoch 2/2... Discriminator Loss: 1.220791... Generator Loss: 0.579277 Epoch 2/2... Discriminator Loss: 0.626022... Generator Loss: 1.323616 Epoch 2/2... Discriminator Loss: 0.462840... Generator Loss: 1.465830 Epoch 2/2... Discriminator Loss: 0.513611... Generator Loss: 3.997970 Epoch 2/2... Discriminator Loss: 0.184842... Generator Loss: 2.679044 Epoch 2/2... Discriminator Loss: 0.626967... Generator Loss: 1.341476 Epoch 2/2... Discriminator Loss: 2.648224... Generator Loss: 0.210786 Epoch 2/2... Discriminator Loss: 1.056173... Generator Loss: 2.739801 Epoch 2/2... Discriminator Loss: 0.815440... Generator Loss: 0.998285 Epoch 2/2... Discriminator Loss: 0.684812... Generator Loss: 1.353207
Epoch 2/2... Discriminator Loss: 1.254898... Generator Loss: 0.568775 Epoch 2/2... Discriminator Loss: 0.717154... Generator Loss: 1.700592 Epoch 2/2... Discriminator Loss: 1.171858... Generator Loss: 0.609003 Epoch 2/2... Discriminator Loss: 0.689887... Generator Loss: 1.192516 Epoch 2/2... Discriminator Loss: 1.402232... Generator Loss: 0.550430 Epoch 2/2... Discriminator Loss: 0.770023... Generator Loss: 1.049427 Epoch 2/2... Discriminator Loss: 0.445257... Generator Loss: 1.499300 Epoch 2/2... Discriminator Loss: 0.678309... Generator Loss: 1.136888 Epoch 2/2... Discriminator Loss: 2.101598... Generator Loss: 3.710011 Epoch 2/2... Discriminator Loss: 1.855910... Generator Loss: 0.255679
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 50
z_dim = 100
learning_rate = 0.0005
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 10
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/10... Discriminator Loss: 0.343487... Generator Loss: 37.018211 Epoch 1/10... Discriminator Loss: 0.035813... Generator Loss: 40.484802 Epoch 1/10... Discriminator Loss: 0.059457... Generator Loss: 42.867447 Epoch 1/10... Discriminator Loss: 0.538445... Generator Loss: 39.648499 Epoch 1/10... Discriminator Loss: 0.186596... Generator Loss: 8.103965 Epoch 1/10... Discriminator Loss: 0.100242... Generator Loss: 8.729134 Epoch 1/10... Discriminator Loss: 0.003299... Generator Loss: 8.169909 Epoch 1/10... Discriminator Loss: 1.052955... Generator Loss: 9.857722 Epoch 1/10... Discriminator Loss: 0.411124... Generator Loss: 5.235451 Epoch 1/10... Discriminator Loss: 0.127542... Generator Loss: 3.628533
Epoch 1/10... Discriminator Loss: 0.069815... Generator Loss: 10.734613 Epoch 1/10... Discriminator Loss: 0.024600... Generator Loss: 10.508707 Epoch 1/10... Discriminator Loss: 0.078405... Generator Loss: 4.545009 Epoch 1/10... Discriminator Loss: 0.990824... Generator Loss: 5.322680 Epoch 1/10... Discriminator Loss: 1.720766... Generator Loss: 0.778319 Epoch 1/10... Discriminator Loss: 0.849172... Generator Loss: 3.993165 Epoch 1/10... Discriminator Loss: 0.488929... Generator Loss: 2.107226 Epoch 1/10... Discriminator Loss: 1.663201... Generator Loss: 0.936162 Epoch 1/10... Discriminator Loss: 1.291642... Generator Loss: 0.804719 Epoch 1/10... Discriminator Loss: 1.289210... Generator Loss: 0.778875
Epoch 1/10... Discriminator Loss: 0.553217... Generator Loss: 2.087335 Epoch 1/10... Discriminator Loss: 0.830911... Generator Loss: 1.190981 Epoch 1/10... Discriminator Loss: 1.174801... Generator Loss: 1.853872 Epoch 1/10... Discriminator Loss: 1.669476... Generator Loss: 2.838577 Epoch 1/10... Discriminator Loss: 0.840488... Generator Loss: 2.005797 Epoch 1/10... Discriminator Loss: 0.513018... Generator Loss: 1.575963 Epoch 1/10... Discriminator Loss: 1.121901... Generator Loss: 1.162167 Epoch 1/10... Discriminator Loss: 0.615805... Generator Loss: 1.676747 Epoch 1/10... Discriminator Loss: 1.025697... Generator Loss: 1.649719 Epoch 1/10... Discriminator Loss: 0.469471... Generator Loss: 2.558455
Epoch 1/10... Discriminator Loss: 1.069663... Generator Loss: 1.108622 Epoch 1/10... Discriminator Loss: 2.767544... Generator Loss: 3.870247 Epoch 1/10... Discriminator Loss: 0.754061... Generator Loss: 2.222166 Epoch 1/10... Discriminator Loss: 6.324288... Generator Loss: 0.003877 Epoch 1/10... Discriminator Loss: 1.170883... Generator Loss: 0.621990 Epoch 1/10... Discriminator Loss: 1.220695... Generator Loss: 1.900558 Epoch 1/10... Discriminator Loss: 0.804288... Generator Loss: 1.096959 Epoch 1/10... Discriminator Loss: 0.743127... Generator Loss: 1.635123 Epoch 1/10... Discriminator Loss: 0.902319... Generator Loss: 0.969872 Epoch 1/10... Discriminator Loss: 0.829269... Generator Loss: 1.501406
Epoch 1/10... Discriminator Loss: 0.941336... Generator Loss: 0.825548 Epoch 1/10... Discriminator Loss: 0.937187... Generator Loss: 1.830943 Epoch 1/10... Discriminator Loss: 0.572275... Generator Loss: 1.643144 Epoch 1/10... Discriminator Loss: 1.359362... Generator Loss: 0.501783 Epoch 1/10... Discriminator Loss: 1.171597... Generator Loss: 2.623317 Epoch 1/10... Discriminator Loss: 2.866306... Generator Loss: 5.225190 Epoch 1/10... Discriminator Loss: 0.892604... Generator Loss: 0.894773 Epoch 1/10... Discriminator Loss: 2.911624... Generator Loss: 5.284602 Epoch 1/10... Discriminator Loss: 1.035323... Generator Loss: 0.780236 Epoch 1/10... Discriminator Loss: 0.986665... Generator Loss: 0.758678
Epoch 1/10... Discriminator Loss: 3.273005... Generator Loss: 4.827794 Epoch 1/10... Discriminator Loss: 0.836435... Generator Loss: 1.955009 Epoch 1/10... Discriminator Loss: 0.345340... Generator Loss: 2.711915 Epoch 1/10... Discriminator Loss: 0.728565... Generator Loss: 1.301618 Epoch 1/10... Discriminator Loss: 0.545251... Generator Loss: 2.909873 Epoch 1/10... Discriminator Loss: 1.496120... Generator Loss: 0.400748 Epoch 1/10... Discriminator Loss: 0.487695... Generator Loss: 4.283422 Epoch 1/10... Discriminator Loss: 0.963884... Generator Loss: 0.977784 Epoch 1/10... Discriminator Loss: 0.760781... Generator Loss: 1.009603 Epoch 1/10... Discriminator Loss: 1.340895... Generator Loss: 0.489475
Epoch 1/10... Discriminator Loss: 2.034837... Generator Loss: 5.070492 Epoch 1/10... Discriminator Loss: 1.021780... Generator Loss: 2.935746 Epoch 1/10... Discriminator Loss: 0.782128... Generator Loss: 1.328769 Epoch 1/10... Discriminator Loss: 0.234874... Generator Loss: 2.012713 Epoch 1/10... Discriminator Loss: 0.986381... Generator Loss: 3.251770 Epoch 1/10... Discriminator Loss: 1.023374... Generator Loss: 0.903618 Epoch 1/10... Discriminator Loss: 0.572901... Generator Loss: 1.381531 Epoch 1/10... Discriminator Loss: 1.174136... Generator Loss: 0.632241 Epoch 1/10... Discriminator Loss: 0.790021... Generator Loss: 3.181134 Epoch 1/10... Discriminator Loss: 0.539800... Generator Loss: 1.216355
Epoch 1/10... Discriminator Loss: 1.196892... Generator Loss: 0.773098 Epoch 1/10... Discriminator Loss: 0.380329... Generator Loss: 2.188738 Epoch 1/10... Discriminator Loss: 0.682279... Generator Loss: 1.645911 Epoch 1/10... Discriminator Loss: 0.345614... Generator Loss: 2.520242 Epoch 1/10... Discriminator Loss: 0.363088... Generator Loss: 2.680595 Epoch 1/10... Discriminator Loss: 1.531351... Generator Loss: 2.807475 Epoch 1/10... Discriminator Loss: 1.725686... Generator Loss: 0.285554 Epoch 1/10... Discriminator Loss: 0.969427... Generator Loss: 3.591451 Epoch 1/10... Discriminator Loss: 0.516948... Generator Loss: 1.845371 Epoch 1/10... Discriminator Loss: 0.809373... Generator Loss: 1.083680
Epoch 1/10... Discriminator Loss: 0.180876... Generator Loss: 3.992467 Epoch 1/10... Discriminator Loss: 1.257669... Generator Loss: 4.134929 Epoch 1/10... Discriminator Loss: 0.332083... Generator Loss: 4.901827 Epoch 1/10... Discriminator Loss: 0.965123... Generator Loss: 2.172289 Epoch 1/10... Discriminator Loss: 1.039028... Generator Loss: 1.476802 Epoch 1/10... Discriminator Loss: 1.401515... Generator Loss: 1.713700 Epoch 1/10... Discriminator Loss: 1.403426... Generator Loss: 0.682158 Epoch 1/10... Discriminator Loss: 0.648942... Generator Loss: 2.391026 Epoch 1/10... Discriminator Loss: 0.527674... Generator Loss: 1.644492 Epoch 1/10... Discriminator Loss: 0.883722... Generator Loss: 2.925871
Epoch 1/10... Discriminator Loss: 0.746537... Generator Loss: 2.945594 Epoch 1/10... Discriminator Loss: 0.761076... Generator Loss: 1.016970 Epoch 1/10... Discriminator Loss: 1.535024... Generator Loss: 4.628663 Epoch 1/10... Discriminator Loss: 1.718285... Generator Loss: 0.346569 Epoch 1/10... Discriminator Loss: 2.109766... Generator Loss: 2.750007 Epoch 1/10... Discriminator Loss: 0.942421... Generator Loss: 2.958986 Epoch 1/10... Discriminator Loss: 0.791004... Generator Loss: 0.989313 Epoch 1/10... Discriminator Loss: 0.511055... Generator Loss: 2.089428 Epoch 1/10... Discriminator Loss: 2.297536... Generator Loss: 4.182734 Epoch 1/10... Discriminator Loss: 0.811787... Generator Loss: 3.632585
Epoch 1/10... Discriminator Loss: 0.306903... Generator Loss: 3.776937 Epoch 1/10... Discriminator Loss: 2.171514... Generator Loss: 4.429658 Epoch 1/10... Discriminator Loss: 0.640731... Generator Loss: 1.565666 Epoch 1/10... Discriminator Loss: 0.779215... Generator Loss: 2.142570 Epoch 1/10... Discriminator Loss: 0.939524... Generator Loss: 0.883295 Epoch 1/10... Discriminator Loss: 2.104109... Generator Loss: 4.167816 Epoch 1/10... Discriminator Loss: 0.107888... Generator Loss: 3.730006 Epoch 1/10... Discriminator Loss: 0.209181... Generator Loss: 3.209271 Epoch 1/10... Discriminator Loss: 1.113247... Generator Loss: 0.619545 Epoch 1/10... Discriminator Loss: 2.680355... Generator Loss: 4.739547
Epoch 1/10... Discriminator Loss: 1.278693... Generator Loss: 0.722386 Epoch 1/10... Discriminator Loss: 0.778812... Generator Loss: 1.167250 Epoch 1/10... Discriminator Loss: 1.718692... Generator Loss: 0.429342 Epoch 1/10... Discriminator Loss: 0.250379... Generator Loss: 2.680364 Epoch 1/10... Discriminator Loss: 0.919141... Generator Loss: 0.828230 Epoch 1/10... Discriminator Loss: 1.379997... Generator Loss: 2.026852 Epoch 1/10... Discriminator Loss: 1.497176... Generator Loss: 0.437742 Epoch 1/10... Discriminator Loss: 1.232827... Generator Loss: 2.637000 Epoch 1/10... Discriminator Loss: 1.291818... Generator Loss: 2.431133 Epoch 1/10... Discriminator Loss: 0.665152... Generator Loss: 1.307773
Epoch 1/10... Discriminator Loss: 1.585295... Generator Loss: 0.958998 Epoch 1/10... Discriminator Loss: 1.451170... Generator Loss: 0.818846 Epoch 1/10... Discriminator Loss: 0.432657... Generator Loss: 2.036063 Epoch 1/10... Discriminator Loss: 0.992579... Generator Loss: 2.111794 Epoch 1/10... Discriminator Loss: 0.985891... Generator Loss: 3.475680 Epoch 1/10... Discriminator Loss: 2.237347... Generator Loss: 0.462119 Epoch 1/10... Discriminator Loss: 0.918609... Generator Loss: 1.399361 Epoch 1/10... Discriminator Loss: 1.323981... Generator Loss: 2.651236 Epoch 1/10... Discriminator Loss: 0.929358... Generator Loss: 1.070380 Epoch 1/10... Discriminator Loss: 0.595577... Generator Loss: 1.392794
Epoch 1/10... Discriminator Loss: 0.426574... Generator Loss: 1.944766 Epoch 1/10... Discriminator Loss: 0.825408... Generator Loss: 2.057730 Epoch 1/10... Discriminator Loss: 1.599838... Generator Loss: 0.450447 Epoch 1/10... Discriminator Loss: 1.035576... Generator Loss: 0.641194 Epoch 1/10... Discriminator Loss: 0.550549... Generator Loss: 1.997232 Epoch 1/10... Discriminator Loss: 0.625107... Generator Loss: 1.652701 Epoch 1/10... Discriminator Loss: 0.870281... Generator Loss: 1.203600 Epoch 1/10... Discriminator Loss: 0.514588... Generator Loss: 1.809204 Epoch 1/10... Discriminator Loss: 0.368974... Generator Loss: 3.586735 Epoch 1/10... Discriminator Loss: 0.919267... Generator Loss: 1.591233
Epoch 1/10... Discriminator Loss: 0.676639... Generator Loss: 1.488006 Epoch 1/10... Discriminator Loss: 0.933753... Generator Loss: 2.849844 Epoch 1/10... Discriminator Loss: 0.351590... Generator Loss: 2.306750 Epoch 1/10... Discriminator Loss: 1.068667... Generator Loss: 3.967353 Epoch 1/10... Discriminator Loss: 0.739880... Generator Loss: 1.259330 Epoch 1/10... Discriminator Loss: 0.613552... Generator Loss: 2.616714 Epoch 1/10... Discriminator Loss: 0.942140... Generator Loss: 2.365947 Epoch 1/10... Discriminator Loss: 0.783038... Generator Loss: 3.876461 Epoch 1/10... Discriminator Loss: 0.370825... Generator Loss: 1.850538 Epoch 1/10... Discriminator Loss: 0.276321... Generator Loss: 3.038858
Epoch 1/10... Discriminator Loss: 0.186885... Generator Loss: 3.314148 Epoch 1/10... Discriminator Loss: 0.033480... Generator Loss: 5.177054 Epoch 1/10... Discriminator Loss: 0.051851... Generator Loss: 9.824182 Epoch 1/10... Discriminator Loss: 0.047827... Generator Loss: 5.429600 Epoch 1/10... Discriminator Loss: 0.011639... Generator Loss: 8.281919 Epoch 1/10... Discriminator Loss: 3.603189... Generator Loss: 0.047477 Epoch 1/10... Discriminator Loss: 1.190101... Generator Loss: 1.136498 Epoch 1/10... Discriminator Loss: 0.909482... Generator Loss: 1.272995 Epoch 1/10... Discriminator Loss: 1.019637... Generator Loss: 0.642543 Epoch 1/10... Discriminator Loss: 1.168835... Generator Loss: 0.623996
Epoch 1/10... Discriminator Loss: 0.856247... Generator Loss: 1.049891 Epoch 1/10... Discriminator Loss: 0.948946... Generator Loss: 0.952586 Epoch 1/10... Discriminator Loss: 0.638037... Generator Loss: 1.468063 Epoch 1/10... Discriminator Loss: 2.563710... Generator Loss: 0.151752 Epoch 1/10... Discriminator Loss: 0.883170... Generator Loss: 1.561772 Epoch 1/10... Discriminator Loss: 0.406345... Generator Loss: 2.636745 Epoch 1/10... Discriminator Loss: 1.484800... Generator Loss: 0.497521 Epoch 1/10... Discriminator Loss: 0.913533... Generator Loss: 0.958566 Epoch 1/10... Discriminator Loss: 0.966069... Generator Loss: 2.156683 Epoch 1/10... Discriminator Loss: 0.882418... Generator Loss: 0.874973
Epoch 1/10... Discriminator Loss: 0.807481... Generator Loss: 2.783682 Epoch 1/10... Discriminator Loss: 1.272889... Generator Loss: 2.898351 Epoch 1/10... Discriminator Loss: 0.810873... Generator Loss: 1.032990 Epoch 1/10... Discriminator Loss: 0.698471... Generator Loss: 1.051281 Epoch 1/10... Discriminator Loss: 0.449658... Generator Loss: 2.062301 Epoch 1/10... Discriminator Loss: 1.652848... Generator Loss: 0.302135 Epoch 1/10... Discriminator Loss: 1.222216... Generator Loss: 0.468135 Epoch 1/10... Discriminator Loss: 1.456508... Generator Loss: 0.415620 Epoch 1/10... Discriminator Loss: 0.645825... Generator Loss: 1.645969 Epoch 1/10... Discriminator Loss: 1.517763... Generator Loss: 3.652362
Epoch 1/10... Discriminator Loss: 1.006776... Generator Loss: 0.633953 Epoch 1/10... Discriminator Loss: 0.337461... Generator Loss: 2.855898 Epoch 1/10... Discriminator Loss: 1.245226... Generator Loss: 0.492800 Epoch 1/10... Discriminator Loss: 0.888947... Generator Loss: 1.116683 Epoch 1/10... Discriminator Loss: 1.740883... Generator Loss: 5.828144 Epoch 1/10... Discriminator Loss: 0.226566... Generator Loss: 3.001783 Epoch 1/10... Discriminator Loss: 1.820976... Generator Loss: 4.494407 Epoch 1/10... Discriminator Loss: 1.158086... Generator Loss: 3.184663 Epoch 1/10... Discriminator Loss: 1.727253... Generator Loss: 0.338107 Epoch 1/10... Discriminator Loss: 2.164805... Generator Loss: 0.689063
Epoch 1/10... Discriminator Loss: 1.611436... Generator Loss: 0.383349 Epoch 1/10... Discriminator Loss: 1.449948... Generator Loss: 3.726579 Epoch 1/10... Discriminator Loss: 1.067018... Generator Loss: 0.937592 Epoch 1/10... Discriminator Loss: 1.083157... Generator Loss: 0.793423 Epoch 1/10... Discriminator Loss: 0.749848... Generator Loss: 1.198881 Epoch 1/10... Discriminator Loss: 1.161765... Generator Loss: 3.586531 Epoch 1/10... Discriminator Loss: 1.904351... Generator Loss: 0.265213 Epoch 1/10... Discriminator Loss: 0.848751... Generator Loss: 1.311572 Epoch 1/10... Discriminator Loss: 0.651971... Generator Loss: 1.509885 Epoch 1/10... Discriminator Loss: 0.844098... Generator Loss: 0.935484
Epoch 1/10... Discriminator Loss: 0.547789... Generator Loss: 2.381845 Epoch 1/10... Discriminator Loss: 1.116649... Generator Loss: 0.641158 Epoch 1/10... Discriminator Loss: 0.879860... Generator Loss: 1.032111 Epoch 1/10... Discriminator Loss: 1.381034... Generator Loss: 0.447241 Epoch 1/10... Discriminator Loss: 0.837456... Generator Loss: 2.084199 Epoch 1/10... Discriminator Loss: 0.581301... Generator Loss: 1.754274 Epoch 1/10... Discriminator Loss: 0.722471... Generator Loss: 2.315328 Epoch 1/10... Discriminator Loss: 1.480745... Generator Loss: 1.309029 Epoch 1/10... Discriminator Loss: 1.975064... Generator Loss: 0.278300 Epoch 1/10... Discriminator Loss: 0.707833... Generator Loss: 1.256015
Epoch 1/10... Discriminator Loss: 1.046330... Generator Loss: 3.237481 Epoch 1/10... Discriminator Loss: 0.207732... Generator Loss: 3.153709 Epoch 1/10... Discriminator Loss: 0.359380... Generator Loss: 1.963443 Epoch 1/10... Discriminator Loss: 0.209417... Generator Loss: 2.070938 Epoch 1/10... Discriminator Loss: 0.362150... Generator Loss: 1.642081 Epoch 1/10... Discriminator Loss: 0.393429... Generator Loss: 3.308954 Epoch 1/10... Discriminator Loss: 0.628779... Generator Loss: 1.715080 Epoch 1/10... Discriminator Loss: 1.854897... Generator Loss: 0.264640 Epoch 1/10... Discriminator Loss: 1.281096... Generator Loss: 0.605298 Epoch 1/10... Discriminator Loss: 2.368433... Generator Loss: 0.141025
Epoch 1/10... Discriminator Loss: 0.144734... Generator Loss: 2.814158 Epoch 1/10... Discriminator Loss: 0.459602... Generator Loss: 1.599312 Epoch 1/10... Discriminator Loss: 0.753837... Generator Loss: 3.283126 Epoch 1/10... Discriminator Loss: 0.654348... Generator Loss: 2.119984 Epoch 1/10... Discriminator Loss: 0.524458... Generator Loss: 1.252282 Epoch 1/10... Discriminator Loss: 0.725695... Generator Loss: 2.009983 Epoch 1/10... Discriminator Loss: 0.741927... Generator Loss: 2.944676 Epoch 1/10... Discriminator Loss: 1.731350... Generator Loss: 0.277457 Epoch 1/10... Discriminator Loss: 0.969601... Generator Loss: 2.996126 Epoch 1/10... Discriminator Loss: 1.676352... Generator Loss: 0.277368
Epoch 1/10... Discriminator Loss: 1.247835... Generator Loss: 2.179863 Epoch 1/10... Discriminator Loss: 0.409753... Generator Loss: 1.547308 Epoch 1/10... Discriminator Loss: 0.681077... Generator Loss: 2.486277 Epoch 1/10... Discriminator Loss: 0.637342... Generator Loss: 1.331989 Epoch 1/10... Discriminator Loss: 0.403750... Generator Loss: 2.370045 Epoch 1/10... Discriminator Loss: 0.606979... Generator Loss: 1.211621 Epoch 1/10... Discriminator Loss: 0.945852... Generator Loss: 5.388124 Epoch 1/10... Discriminator Loss: 0.073546... Generator Loss: 4.831276 Epoch 1/10... Discriminator Loss: 0.802257... Generator Loss: 1.044386 Epoch 1/10... Discriminator Loss: 0.516381... Generator Loss: 2.205418
Epoch 1/10... Discriminator Loss: 4.335756... Generator Loss: 5.970160 Epoch 1/10... Discriminator Loss: 1.087429... Generator Loss: 1.555835 Epoch 1/10... Discriminator Loss: 1.257057... Generator Loss: 2.898874 Epoch 1/10... Discriminator Loss: 1.440589... Generator Loss: 0.456297 Epoch 1/10... Discriminator Loss: 0.776976... Generator Loss: 2.257406 Epoch 1/10... Discriminator Loss: 0.923587... Generator Loss: 1.198746 Epoch 1/10... Discriminator Loss: 0.832320... Generator Loss: 2.183636 Epoch 1/10... Discriminator Loss: 1.561119... Generator Loss: 0.410404 Epoch 1/10... Discriminator Loss: 0.407862... Generator Loss: 1.914240 Epoch 1/10... Discriminator Loss: 0.635551... Generator Loss: 1.263936
Epoch 1/10... Discriminator Loss: 1.268254... Generator Loss: 0.586313 Epoch 1/10... Discriminator Loss: 3.935569... Generator Loss: 4.707020 Epoch 1/10... Discriminator Loss: 0.901051... Generator Loss: 1.147729 Epoch 1/10... Discriminator Loss: 0.925935... Generator Loss: 1.044896 Epoch 1/10... Discriminator Loss: 1.388929... Generator Loss: 2.463031 Epoch 1/10... Discriminator Loss: 0.515993... Generator Loss: 2.811716 Epoch 1/10... Discriminator Loss: 0.848010... Generator Loss: 2.901999 Epoch 1/10... Discriminator Loss: 2.310950... Generator Loss: 2.741841 Epoch 1/10... Discriminator Loss: 0.724595... Generator Loss: 1.165495 Epoch 1/10... Discriminator Loss: 0.528499... Generator Loss: 2.748113
Epoch 1/10... Discriminator Loss: 1.169002... Generator Loss: 2.107294 Epoch 1/10... Discriminator Loss: 0.362923... Generator Loss: 1.755307 Epoch 1/10... Discriminator Loss: 0.988787... Generator Loss: 0.608381 Epoch 1/10... Discriminator Loss: 1.011981... Generator Loss: 0.658335 Epoch 1/10... Discriminator Loss: 1.187753... Generator Loss: 0.511442 Epoch 1/10... Discriminator Loss: 1.258042... Generator Loss: 0.536887 Epoch 1/10... Discriminator Loss: 0.864577... Generator Loss: 0.741287 Epoch 1/10... Discriminator Loss: 0.559361... Generator Loss: 1.114735 Epoch 1/10... Discriminator Loss: 0.100251... Generator Loss: 4.280195 Epoch 1/10... Discriminator Loss: 1.008251... Generator Loss: 0.652419
Epoch 1/10... Discriminator Loss: 0.331767... Generator Loss: 5.290521 Epoch 1/10... Discriminator Loss: 0.734158... Generator Loss: 0.973605 Epoch 1/10... Discriminator Loss: 0.226958... Generator Loss: 2.069794 Epoch 1/10... Discriminator Loss: 0.143309... Generator Loss: 3.246530 Epoch 1/10... Discriminator Loss: 0.356630... Generator Loss: 1.848482 Epoch 1/10... Discriminator Loss: 0.461178... Generator Loss: 1.508895 Epoch 1/10... Discriminator Loss: 1.210578... Generator Loss: 2.360850 Epoch 1/10... Discriminator Loss: 0.865568... Generator Loss: 0.728640 Epoch 1/10... Discriminator Loss: 1.139750... Generator Loss: 2.214898 Epoch 1/10... Discriminator Loss: 0.403762... Generator Loss: 1.635195
Epoch 1/10... Discriminator Loss: 0.270026... Generator Loss: 2.185950 Epoch 1/10... Discriminator Loss: 1.050823... Generator Loss: 0.703078 Epoch 1/10... Discriminator Loss: 0.258625... Generator Loss: 2.773596 Epoch 1/10... Discriminator Loss: 0.632162... Generator Loss: 1.423314 Epoch 1/10... Discriminator Loss: 0.754768... Generator Loss: 0.992469 Epoch 1/10... Discriminator Loss: 0.526239... Generator Loss: 1.490397 Epoch 1/10... Discriminator Loss: 1.466033... Generator Loss: 0.413602 Epoch 1/10... Discriminator Loss: 0.593986... Generator Loss: 1.153800 Epoch 1/10... Discriminator Loss: 0.203196... Generator Loss: 3.858343 Epoch 1/10... Discriminator Loss: 0.575546... Generator Loss: 1.594321
Epoch 1/10... Discriminator Loss: 0.355039... Generator Loss: 1.867778 Epoch 1/10... Discriminator Loss: 1.404852... Generator Loss: 0.693900 Epoch 1/10... Discriminator Loss: 0.456901... Generator Loss: 1.953544 Epoch 1/10... Discriminator Loss: 0.395619... Generator Loss: 2.636091 Epoch 1/10... Discriminator Loss: 0.243975... Generator Loss: 2.779215 Epoch 1/10... Discriminator Loss: 0.344582... Generator Loss: 2.430627 Epoch 1/10... Discriminator Loss: 0.054672... Generator Loss: 4.773290 Epoch 1/10... Discriminator Loss: 0.447315... Generator Loss: 4.064944 Epoch 1/10... Discriminator Loss: 0.117941... Generator Loss: 3.638939 Epoch 1/10... Discriminator Loss: 0.678681... Generator Loss: 1.617872
Epoch 1/10... Discriminator Loss: 0.854327... Generator Loss: 0.825871 Epoch 1/10... Discriminator Loss: 1.932981... Generator Loss: 2.821149 Epoch 1/10... Discriminator Loss: 0.739391... Generator Loss: 3.169740 Epoch 1/10... Discriminator Loss: 0.793921... Generator Loss: 2.992906 Epoch 1/10... Discriminator Loss: 0.715183... Generator Loss: 2.232447 Epoch 1/10... Discriminator Loss: 1.875113... Generator Loss: 0.216368 Epoch 1/10... Discriminator Loss: 1.055633... Generator Loss: 0.667770 Epoch 1/10... Discriminator Loss: 1.448441... Generator Loss: 3.574018 Epoch 1/10... Discriminator Loss: 0.887437... Generator Loss: 1.462983 Epoch 1/10... Discriminator Loss: 0.555074... Generator Loss: 1.548608
Epoch 1/10... Discriminator Loss: 2.138564... Generator Loss: 3.842630 Epoch 1/10... Discriminator Loss: 0.594923... Generator Loss: 2.092290 Epoch 1/10... Discriminator Loss: 0.895097... Generator Loss: 0.691660 Epoch 1/10... Discriminator Loss: 0.866758... Generator Loss: 0.848285 Epoch 1/10... Discriminator Loss: 0.335298... Generator Loss: 3.356865 Epoch 1/10... Discriminator Loss: 0.134556... Generator Loss: 2.833659 Epoch 1/10... Discriminator Loss: 0.706888... Generator Loss: 0.940160 Epoch 1/10... Discriminator Loss: 0.111052... Generator Loss: 3.004110 Epoch 1/10... Discriminator Loss: 0.057358... Generator Loss: 5.045481 Epoch 1/10... Discriminator Loss: 0.025951... Generator Loss: 6.720277
Epoch 1/10... Discriminator Loss: 0.699064... Generator Loss: 1.331240 Epoch 1/10... Discriminator Loss: 0.670369... Generator Loss: 0.956813 Epoch 1/10... Discriminator Loss: 0.444482... Generator Loss: 1.715396 Epoch 1/10... Discriminator Loss: 0.960158... Generator Loss: 3.234991 Epoch 1/10... Discriminator Loss: 2.163003... Generator Loss: 0.211933 Epoch 1/10... Discriminator Loss: 0.807974... Generator Loss: 2.444299 Epoch 1/10... Discriminator Loss: 0.456171... Generator Loss: 1.498088 Epoch 1/10... Discriminator Loss: 0.248467... Generator Loss: 1.986174 Epoch 1/10... Discriminator Loss: 0.496934... Generator Loss: 2.768215 Epoch 1/10... Discriminator Loss: 0.955258... Generator Loss: 7.345178
Epoch 1/10... Discriminator Loss: 0.075571... Generator Loss: 3.944066 Epoch 1/10... Discriminator Loss: 0.371027... Generator Loss: 1.836763 Epoch 1/10... Discriminator Loss: 0.025257... Generator Loss: 5.611849 Epoch 1/10... Discriminator Loss: 0.020051... Generator Loss: 5.333396 Epoch 1/10... Discriminator Loss: 0.044509... Generator Loss: 4.147970 Epoch 1/10... Discriminator Loss: 0.023332... Generator Loss: 5.178224 Epoch 1/10... Discriminator Loss: 0.190146... Generator Loss: 2.893557 Epoch 1/10... Discriminator Loss: 1.146244... Generator Loss: 2.403140 Epoch 1/10... Discriminator Loss: 3.841563... Generator Loss: 0.087445 Epoch 1/10... Discriminator Loss: 1.425408... Generator Loss: 3.273521
Epoch 1/10... Discriminator Loss: 1.362108... Generator Loss: 3.050638 Epoch 1/10... Discriminator Loss: 0.971435... Generator Loss: 0.921955 Epoch 1/10... Discriminator Loss: 0.214588... Generator Loss: 2.744676 Epoch 1/10... Discriminator Loss: 0.393077... Generator Loss: 1.839791 Epoch 1/10... Discriminator Loss: 0.501242... Generator Loss: 1.456466 Epoch 1/10... Discriminator Loss: 1.490159... Generator Loss: 0.584888 Epoch 1/10... Discriminator Loss: 0.782145... Generator Loss: 1.269940 Epoch 1/10... Discriminator Loss: 0.217912... Generator Loss: 4.246623 Epoch 1/10... Discriminator Loss: 0.164939... Generator Loss: 4.219314 Epoch 1/10... Discriminator Loss: 0.198316... Generator Loss: 3.314270
Epoch 1/10... Discriminator Loss: 0.094440... Generator Loss: 3.588348 Epoch 1/10... Discriminator Loss: 0.307689... Generator Loss: 2.444199 Epoch 1/10... Discriminator Loss: 0.596622... Generator Loss: 2.602558 Epoch 1/10... Discriminator Loss: 0.114352... Generator Loss: 3.007248 Epoch 1/10... Discriminator Loss: 0.073283... Generator Loss: 4.346988 Epoch 1/10... Discriminator Loss: 0.770216... Generator Loss: 1.023599 Epoch 1/10... Discriminator Loss: 0.054433... Generator Loss: 3.567634 Epoch 1/10... Discriminator Loss: 0.064083... Generator Loss: 4.533607 Epoch 1/10... Discriminator Loss: 0.019698... Generator Loss: 5.080999 Epoch 1/10... Discriminator Loss: 0.030412... Generator Loss: 4.416665
Epoch 1/10... Discriminator Loss: 0.019347... Generator Loss: 5.990314 Epoch 1/10... Discriminator Loss: 0.020168... Generator Loss: 4.616571 Epoch 1/10... Discriminator Loss: 0.011772... Generator Loss: 6.383145 Epoch 1/10... Discriminator Loss: 0.002063... Generator Loss: 7.286554 Epoch 1/10... Discriminator Loss: 0.019134... Generator Loss: 5.690857 Epoch 1/10... Discriminator Loss: 0.013326... Generator Loss: 5.217786 Epoch 1/10... Discriminator Loss: 0.001497... Generator Loss: 7.984220 Epoch 1/10... Discriminator Loss: 0.114937... Generator Loss: 2.925188 Epoch 1/10... Discriminator Loss: 0.009557... Generator Loss: 5.865831 Epoch 1/10... Discriminator Loss: 0.031762... Generator Loss: 6.481305
Epoch 1/10... Discriminator Loss: 0.003445... Generator Loss: 11.163144 Epoch 1/10... Discriminator Loss: 0.007990... Generator Loss: 6.533025 Epoch 1/10... Discriminator Loss: 0.023590... Generator Loss: 4.499152 Epoch 1/10... Discriminator Loss: 0.013346... Generator Loss: 8.263397 Epoch 1/10... Discriminator Loss: 0.005759... Generator Loss: 8.056253 Epoch 1/10... Discriminator Loss: 0.022640... Generator Loss: 4.860202 Epoch 1/10... Discriminator Loss: 0.030825... Generator Loss: 4.230753 Epoch 1/10... Discriminator Loss: 0.006514... Generator Loss: 7.543627 Epoch 1/10... Discriminator Loss: 0.034401... Generator Loss: 4.012037 Epoch 1/10... Discriminator Loss: 0.022558... Generator Loss: 4.629010
Epoch 1/10... Discriminator Loss: 0.007134... Generator Loss: 6.062737 Epoch 1/10... Discriminator Loss: 0.009402... Generator Loss: 5.815538 Epoch 1/10... Discriminator Loss: 0.014281... Generator Loss: 5.723919 Epoch 1/10... Discriminator Loss: 0.001603... Generator Loss: 7.219629 Epoch 1/10... Discriminator Loss: 0.003481... Generator Loss: 6.292479 Epoch 1/10... Discriminator Loss: 0.005478... Generator Loss: 6.833453 Epoch 1/10... Discriminator Loss: 0.179648... Generator Loss: 4.642357 Epoch 1/10... Discriminator Loss: 0.262244... Generator Loss: 4.774342 Epoch 1/10... Discriminator Loss: 0.254055... Generator Loss: 4.694898 Epoch 1/10... Discriminator Loss: 0.113134... Generator Loss: 3.591250
Epoch 1/10... Discriminator Loss: 0.094033... Generator Loss: 4.153494 Epoch 1/10... Discriminator Loss: 0.022375... Generator Loss: 8.668658 Epoch 1/10... Discriminator Loss: 0.213252... Generator Loss: 2.922844 Epoch 1/10... Discriminator Loss: 0.134830... Generator Loss: 2.915622 Epoch 1/10... Discriminator Loss: 0.205665... Generator Loss: 2.802821 Epoch 1/10... Discriminator Loss: 0.027787... Generator Loss: 7.369667 Epoch 1/10... Discriminator Loss: 1.102971... Generator Loss: 0.760692 Epoch 1/10... Discriminator Loss: 1.200371... Generator Loss: 0.778772 Epoch 1/10... Discriminator Loss: 0.190465... Generator Loss: 3.530265 Epoch 1/10... Discriminator Loss: 1.103202... Generator Loss: 0.732486
Epoch 1/10... Discriminator Loss: 0.030216... Generator Loss: 5.461992 Epoch 1/10... Discriminator Loss: 0.203894... Generator Loss: 2.608264 Epoch 1/10... Discriminator Loss: 0.188553... Generator Loss: 2.956866 Epoch 1/10... Discriminator Loss: 0.395530... Generator Loss: 6.172258 Epoch 1/10... Discriminator Loss: 0.104001... Generator Loss: 3.805943 Epoch 2/10... Discriminator Loss: 0.945300... Generator Loss: 4.563929 Epoch 2/10... Discriminator Loss: 0.406853... Generator Loss: 3.317155 Epoch 2/10... Discriminator Loss: 0.515865... Generator Loss: 1.481130 Epoch 2/10... Discriminator Loss: 0.067472... Generator Loss: 4.931736 Epoch 2/10... Discriminator Loss: 0.052431... Generator Loss: 4.713148
Epoch 2/10... Discriminator Loss: 0.938349... Generator Loss: 0.766710 Epoch 2/10... Discriminator Loss: 0.317200... Generator Loss: 2.119701 Epoch 2/10... Discriminator Loss: 0.211942... Generator Loss: 2.761212 Epoch 2/10... Discriminator Loss: 0.414411... Generator Loss: 1.880974 Epoch 2/10... Discriminator Loss: 0.131589... Generator Loss: 4.351249 Epoch 2/10... Discriminator Loss: 3.663110... Generator Loss: 0.097401 Epoch 2/10... Discriminator Loss: 0.693558... Generator Loss: 1.501622 Epoch 2/10... Discriminator Loss: 0.252249... Generator Loss: 2.471968 Epoch 2/10... Discriminator Loss: 0.396541... Generator Loss: 2.227873 Epoch 2/10... Discriminator Loss: 1.386030... Generator Loss: 0.501509
Epoch 2/10... Discriminator Loss: 0.767894... Generator Loss: 0.953922 Epoch 2/10... Discriminator Loss: 1.649438... Generator Loss: 5.052483 Epoch 2/10... Discriminator Loss: 0.601128... Generator Loss: 1.376327 Epoch 2/10... Discriminator Loss: 1.971569... Generator Loss: 2.948605 Epoch 2/10... Discriminator Loss: 0.619988... Generator Loss: 1.381067 Epoch 2/10... Discriminator Loss: 0.365967... Generator Loss: 1.875805 Epoch 2/10... Discriminator Loss: 0.357477... Generator Loss: 3.318135 Epoch 2/10... Discriminator Loss: 1.671816... Generator Loss: 0.492835 Epoch 2/10... Discriminator Loss: 0.420429... Generator Loss: 1.866884 Epoch 2/10... Discriminator Loss: 0.934956... Generator Loss: 3.169410
Epoch 2/10... Discriminator Loss: 0.610063... Generator Loss: 2.643828 Epoch 2/10... Discriminator Loss: 0.549960... Generator Loss: 1.420109 Epoch 2/10... Discriminator Loss: 0.487793... Generator Loss: 3.497917 Epoch 2/10... Discriminator Loss: 0.245222... Generator Loss: 2.778948 Epoch 2/10... Discriminator Loss: 0.255390... Generator Loss: 2.419515 Epoch 2/10... Discriminator Loss: 1.613674... Generator Loss: 6.831374 Epoch 2/10... Discriminator Loss: 0.331575... Generator Loss: 2.102040 Epoch 2/10... Discriminator Loss: 0.588788... Generator Loss: 4.665979 Epoch 2/10... Discriminator Loss: 0.596440... Generator Loss: 1.432821 Epoch 2/10... Discriminator Loss: 0.521154... Generator Loss: 1.395819
Epoch 2/10... Discriminator Loss: 1.239794... Generator Loss: 0.506298 Epoch 2/10... Discriminator Loss: 0.599051... Generator Loss: 3.279226 Epoch 2/10... Discriminator Loss: 1.784504... Generator Loss: 0.473078 Epoch 2/10... Discriminator Loss: 0.143179... Generator Loss: 3.434936 Epoch 2/10... Discriminator Loss: 0.252499... Generator Loss: 5.321230 Epoch 2/10... Discriminator Loss: 3.052965... Generator Loss: 0.069416 Epoch 2/10... Discriminator Loss: 0.436935... Generator Loss: 1.684108 Epoch 2/10... Discriminator Loss: 1.008285... Generator Loss: 8.597408 Epoch 2/10... Discriminator Loss: 0.431622... Generator Loss: 1.904646 Epoch 2/10... Discriminator Loss: 0.318855... Generator Loss: 3.110006
Epoch 2/10... Discriminator Loss: 0.188941... Generator Loss: 2.833353 Epoch 2/10... Discriminator Loss: 0.249229... Generator Loss: 2.391995 Epoch 2/10... Discriminator Loss: 0.027156... Generator Loss: 6.292287 Epoch 2/10... Discriminator Loss: 1.884334... Generator Loss: 0.308495 Epoch 2/10... Discriminator Loss: 0.064265... Generator Loss: 5.084547 Epoch 2/10... Discriminator Loss: 0.610564... Generator Loss: 1.416043 Epoch 2/10... Discriminator Loss: 0.759439... Generator Loss: 0.958635 Epoch 2/10... Discriminator Loss: 0.317614... Generator Loss: 4.522973 Epoch 2/10... Discriminator Loss: 0.151838... Generator Loss: 4.038021 Epoch 2/10... Discriminator Loss: 1.491656... Generator Loss: 0.431661
Epoch 2/10... Discriminator Loss: 0.586025... Generator Loss: 1.941819 Epoch 2/10... Discriminator Loss: 0.445774... Generator Loss: 3.527232 Epoch 2/10... Discriminator Loss: 1.207761... Generator Loss: 4.088741 Epoch 2/10... Discriminator Loss: 1.384845... Generator Loss: 6.718919 Epoch 2/10... Discriminator Loss: 0.345637... Generator Loss: 1.860789 Epoch 2/10... Discriminator Loss: 0.593044... Generator Loss: 2.340290 Epoch 2/10... Discriminator Loss: 0.349760... Generator Loss: 1.742457 Epoch 2/10... Discriminator Loss: 0.402084... Generator Loss: 1.971946 Epoch 2/10... Discriminator Loss: 1.720867... Generator Loss: 0.419884 Epoch 2/10... Discriminator Loss: 0.303883... Generator Loss: 2.464801
Epoch 2/10... Discriminator Loss: 0.205288... Generator Loss: 2.409790 Epoch 2/10... Discriminator Loss: 1.099387... Generator Loss: 0.635528 Epoch 2/10... Discriminator Loss: 0.507520... Generator Loss: 1.561157 Epoch 2/10... Discriminator Loss: 0.916514... Generator Loss: 0.720537 Epoch 2/10... Discriminator Loss: 0.424368... Generator Loss: 1.649637 Epoch 2/10... Discriminator Loss: 1.669735... Generator Loss: 0.358445 Epoch 2/10... Discriminator Loss: 0.493636... Generator Loss: 1.383700 Epoch 2/10... Discriminator Loss: 0.240828... Generator Loss: 2.256607 Epoch 2/10... Discriminator Loss: 0.085051... Generator Loss: 3.420415 Epoch 2/10... Discriminator Loss: 0.111522... Generator Loss: 3.643265
Epoch 2/10... Discriminator Loss: 2.385419... Generator Loss: 0.333297 Epoch 2/10... Discriminator Loss: 0.265050... Generator Loss: 2.525973 Epoch 2/10... Discriminator Loss: 0.324207... Generator Loss: 2.242816 Epoch 2/10... Discriminator Loss: 1.087881... Generator Loss: 0.806387 Epoch 2/10... Discriminator Loss: 6.662807... Generator Loss: 11.087228 Epoch 2/10... Discriminator Loss: 1.651592... Generator Loss: 0.453742 Epoch 2/10... Discriminator Loss: 1.497847... Generator Loss: 0.592518 Epoch 2/10... Discriminator Loss: 0.600832... Generator Loss: 2.951628 Epoch 2/10... Discriminator Loss: 1.581368... Generator Loss: 0.917828 Epoch 2/10... Discriminator Loss: 0.306247... Generator Loss: 2.264533
Epoch 2/10... Discriminator Loss: 0.677393... Generator Loss: 1.257447 Epoch 2/10... Discriminator Loss: 0.596883... Generator Loss: 1.372167 Epoch 2/10... Discriminator Loss: 0.471276... Generator Loss: 1.393456 Epoch 2/10... Discriminator Loss: 0.187152... Generator Loss: 3.452707 Epoch 2/10... Discriminator Loss: 0.362396... Generator Loss: 2.168718 Epoch 2/10... Discriminator Loss: 0.234576... Generator Loss: 3.290549 Epoch 2/10... Discriminator Loss: 1.131256... Generator Loss: 0.544734 Epoch 2/10... Discriminator Loss: 0.960429... Generator Loss: 0.838370 Epoch 2/10... Discriminator Loss: 0.295081... Generator Loss: 2.109117 Epoch 2/10... Discriminator Loss: 0.678914... Generator Loss: 3.892362
Epoch 2/10... Discriminator Loss: 0.288104... Generator Loss: 2.648478 Epoch 2/10... Discriminator Loss: 0.579929... Generator Loss: 1.302661 Epoch 2/10... Discriminator Loss: 0.290715... Generator Loss: 2.128461 Epoch 2/10... Discriminator Loss: 0.446146... Generator Loss: 3.030046 Epoch 2/10... Discriminator Loss: 0.207763... Generator Loss: 2.875716 Epoch 2/10... Discriminator Loss: 0.273225... Generator Loss: 2.871166 Epoch 2/10... Discriminator Loss: 0.717607... Generator Loss: 5.621012 Epoch 2/10... Discriminator Loss: 0.189542... Generator Loss: 3.165189 Epoch 2/10... Discriminator Loss: 0.134362... Generator Loss: 3.177137 Epoch 2/10... Discriminator Loss: 0.041660... Generator Loss: 4.987361
Epoch 2/10... Discriminator Loss: 0.330903... Generator Loss: 3.408800 Epoch 2/10... Discriminator Loss: 0.766043... Generator Loss: 1.506200 Epoch 2/10... Discriminator Loss: 0.512983... Generator Loss: 1.459302 Epoch 2/10... Discriminator Loss: 0.290475... Generator Loss: 2.091958 Epoch 2/10... Discriminator Loss: 0.244729... Generator Loss: 2.293473 Epoch 2/10... Discriminator Loss: 0.306789... Generator Loss: 2.667752 Epoch 2/10... Discriminator Loss: 0.417521... Generator Loss: 4.356912 Epoch 2/10... Discriminator Loss: 0.201445... Generator Loss: 2.628346 Epoch 2/10... Discriminator Loss: 0.047915... Generator Loss: 4.963957 Epoch 2/10... Discriminator Loss: 0.285420... Generator Loss: 3.350388
Epoch 2/10... Discriminator Loss: 0.294728... Generator Loss: 2.538448 Epoch 2/10... Discriminator Loss: 0.088684... Generator Loss: 3.958896 Epoch 2/10... Discriminator Loss: 0.412920... Generator Loss: 1.610719 Epoch 2/10... Discriminator Loss: 0.057171... Generator Loss: 5.462302 Epoch 2/10... Discriminator Loss: 0.418624... Generator Loss: 5.071660 Epoch 2/10... Discriminator Loss: 0.458890... Generator Loss: 1.353578 Epoch 2/10... Discriminator Loss: 0.058027... Generator Loss: 5.102779 Epoch 2/10... Discriminator Loss: 1.616212... Generator Loss: 9.973753 Epoch 2/10... Discriminator Loss: 1.636386... Generator Loss: 0.349031 Epoch 2/10... Discriminator Loss: 0.279948... Generator Loss: 3.487014
Epoch 2/10... Discriminator Loss: 0.255949... Generator Loss: 2.084598 Epoch 2/10... Discriminator Loss: 0.222595... Generator Loss: 3.700295 Epoch 2/10... Discriminator Loss: 0.817158... Generator Loss: 1.032826 Epoch 2/10... Discriminator Loss: 0.241399... Generator Loss: 4.387079 Epoch 2/10... Discriminator Loss: 0.294719... Generator Loss: 2.117449 Epoch 2/10... Discriminator Loss: 0.477987... Generator Loss: 4.238287 Epoch 2/10... Discriminator Loss: 0.173897... Generator Loss: 4.734787 Epoch 2/10... Discriminator Loss: 1.443783... Generator Loss: 0.537868 Epoch 2/10... Discriminator Loss: 1.551570... Generator Loss: 0.493046 Epoch 2/10... Discriminator Loss: 2.869497... Generator Loss: 0.232165
Epoch 2/10... Discriminator Loss: 0.237973... Generator Loss: 4.093004 Epoch 2/10... Discriminator Loss: 0.891636... Generator Loss: 0.943963 Epoch 2/10... Discriminator Loss: 0.304015... Generator Loss: 2.825304 Epoch 2/10... Discriminator Loss: 1.567386... Generator Loss: 0.471608 Epoch 2/10... Discriminator Loss: 0.593183... Generator Loss: 1.241755 Epoch 2/10... Discriminator Loss: 0.143977... Generator Loss: 3.999775 Epoch 2/10... Discriminator Loss: 0.515091... Generator Loss: 1.497221 Epoch 2/10... Discriminator Loss: 0.658481... Generator Loss: 1.159977 Epoch 2/10... Discriminator Loss: 0.631752... Generator Loss: 1.123435 Epoch 2/10... Discriminator Loss: 0.255896... Generator Loss: 2.250138
Epoch 2/10... Discriminator Loss: 0.357895... Generator Loss: 1.679638 Epoch 2/10... Discriminator Loss: 0.604292... Generator Loss: 1.152376 Epoch 2/10... Discriminator Loss: 0.402021... Generator Loss: 1.973979 Epoch 2/10... Discriminator Loss: 0.090201... Generator Loss: 5.811721 Epoch 2/10... Discriminator Loss: 0.426546... Generator Loss: 1.916426 Epoch 2/10... Discriminator Loss: 0.145091... Generator Loss: 2.715939 Epoch 2/10... Discriminator Loss: 0.027851... Generator Loss: 5.200368 Epoch 2/10... Discriminator Loss: 0.265785... Generator Loss: 5.225676 Epoch 2/10... Discriminator Loss: 0.188392... Generator Loss: 3.444143 Epoch 2/10... Discriminator Loss: 2.154445... Generator Loss: 5.112953
Epoch 2/10... Discriminator Loss: 1.327111... Generator Loss: 2.643828 Epoch 2/10... Discriminator Loss: 1.791253... Generator Loss: 1.057517 Epoch 2/10... Discriminator Loss: 0.673067... Generator Loss: 1.504243 Epoch 2/10... Discriminator Loss: 1.406147... Generator Loss: 3.723173 Epoch 2/10... Discriminator Loss: 0.777434... Generator Loss: 1.338452 Epoch 2/10... Discriminator Loss: 1.082336... Generator Loss: 0.905626 Epoch 2/10... Discriminator Loss: 0.539107... Generator Loss: 2.081138 Epoch 2/10... Discriminator Loss: 0.556163... Generator Loss: 1.725873 Epoch 2/10... Discriminator Loss: 0.465817... Generator Loss: 2.437974 Epoch 2/10... Discriminator Loss: 0.621700... Generator Loss: 2.089113
Epoch 2/10... Discriminator Loss: 0.293295... Generator Loss: 1.947188 Epoch 2/10... Discriminator Loss: 0.328380... Generator Loss: 2.054087 Epoch 2/10... Discriminator Loss: 0.603786... Generator Loss: 3.340922 Epoch 2/10... Discriminator Loss: 0.336512... Generator Loss: 2.281987 Epoch 2/10... Discriminator Loss: 0.462328... Generator Loss: 1.773757 Epoch 2/10... Discriminator Loss: 0.250849... Generator Loss: 2.582843 Epoch 2/10... Discriminator Loss: 0.765919... Generator Loss: 1.023891 Epoch 2/10... Discriminator Loss: 0.259513... Generator Loss: 2.182756 Epoch 2/10... Discriminator Loss: 0.679644... Generator Loss: 1.179567 Epoch 2/10... Discriminator Loss: 0.306989... Generator Loss: 2.419600
Epoch 2/10... Discriminator Loss: 0.164746... Generator Loss: 3.312678 Epoch 2/10... Discriminator Loss: 0.239563... Generator Loss: 2.382224 Epoch 2/10... Discriminator Loss: 0.243564... Generator Loss: 2.401976 Epoch 2/10... Discriminator Loss: 0.120369... Generator Loss: 3.417872 Epoch 2/10... Discriminator Loss: 0.035111... Generator Loss: 8.796988 Epoch 2/10... Discriminator Loss: 0.294006... Generator Loss: 2.045809 Epoch 2/10... Discriminator Loss: 0.393043... Generator Loss: 4.108808 Epoch 2/10... Discriminator Loss: 0.143101... Generator Loss: 3.011098 Epoch 2/10... Discriminator Loss: 0.389439... Generator Loss: 5.270763 Epoch 2/10... Discriminator Loss: 0.173370... Generator Loss: 2.774413
Epoch 2/10... Discriminator Loss: 0.504805... Generator Loss: 1.881437 Epoch 2/10... Discriminator Loss: 0.210865... Generator Loss: 4.408813 Epoch 2/10... Discriminator Loss: 0.806765... Generator Loss: 0.955592 Epoch 2/10... Discriminator Loss: 0.191289... Generator Loss: 2.326979 Epoch 2/10... Discriminator Loss: 0.333967... Generator Loss: 4.638813 Epoch 2/10... Discriminator Loss: 3.297582... Generator Loss: 0.345107 Epoch 2/10... Discriminator Loss: 0.574278... Generator Loss: 1.547996 Epoch 2/10... Discriminator Loss: 0.309933... Generator Loss: 3.171129 Epoch 2/10... Discriminator Loss: 0.136218... Generator Loss: 3.591690 Epoch 2/10... Discriminator Loss: 0.246807... Generator Loss: 2.507589
Epoch 2/10... Discriminator Loss: 0.383720... Generator Loss: 1.864981 Epoch 2/10... Discriminator Loss: 0.397691... Generator Loss: 2.008774 Epoch 2/10... Discriminator Loss: 0.388096... Generator Loss: 1.608135 Epoch 2/10... Discriminator Loss: 0.166367... Generator Loss: 2.455885 Epoch 2/10... Discriminator Loss: 0.169920... Generator Loss: 2.820846 Epoch 2/10... Discriminator Loss: 0.155219... Generator Loss: 2.859503 Epoch 2/10... Discriminator Loss: 0.138224... Generator Loss: 2.844240 Epoch 2/10... Discriminator Loss: 0.194428... Generator Loss: 2.357594 Epoch 2/10... Discriminator Loss: 0.041745... Generator Loss: 5.737587 Epoch 2/10... Discriminator Loss: 0.147869... Generator Loss: 2.782467
Epoch 2/10... Discriminator Loss: 0.314252... Generator Loss: 2.791276 Epoch 2/10... Discriminator Loss: 0.185146... Generator Loss: 2.581570 Epoch 2/10... Discriminator Loss: 0.113175... Generator Loss: 3.004694 Epoch 2/10... Discriminator Loss: 0.519419... Generator Loss: 1.427022 Epoch 2/10... Discriminator Loss: 0.038293... Generator Loss: 4.535827 Epoch 2/10... Discriminator Loss: 0.129911... Generator Loss: 6.097078 Epoch 2/10... Discriminator Loss: 0.082800... Generator Loss: 7.094288 Epoch 2/10... Discriminator Loss: 0.095651... Generator Loss: 4.597546 Epoch 2/10... Discriminator Loss: 0.043175... Generator Loss: 4.327415 Epoch 2/10... Discriminator Loss: 0.121673... Generator Loss: 3.084306
Epoch 2/10... Discriminator Loss: 0.025125... Generator Loss: 5.952124 Epoch 2/10... Discriminator Loss: 0.325251... Generator Loss: 1.854101 Epoch 2/10... Discriminator Loss: 10.945029... Generator Loss: 12.515757 Epoch 2/10... Discriminator Loss: 1.764221... Generator Loss: 0.838582 Epoch 2/10... Discriminator Loss: 1.154733... Generator Loss: 0.819676 Epoch 2/10... Discriminator Loss: 1.191005... Generator Loss: 0.924558 Epoch 2/10... Discriminator Loss: 1.498476... Generator Loss: 0.798923 Epoch 2/10... Discriminator Loss: 1.073067... Generator Loss: 1.742426 Epoch 2/10... Discriminator Loss: 0.771247... Generator Loss: 1.524896 Epoch 2/10... Discriminator Loss: 0.857102... Generator Loss: 0.904208
Epoch 2/10... Discriminator Loss: 0.894879... Generator Loss: 2.852446 Epoch 2/10... Discriminator Loss: 0.819549... Generator Loss: 2.064228 Epoch 2/10... Discriminator Loss: 0.828231... Generator Loss: 2.813151 Epoch 2/10... Discriminator Loss: 0.610419... Generator Loss: 1.653670 Epoch 2/10... Discriminator Loss: 0.482216... Generator Loss: 1.655455 Epoch 2/10... Discriminator Loss: 0.668642... Generator Loss: 1.281796 Epoch 2/10... Discriminator Loss: 0.300540... Generator Loss: 2.704344 Epoch 2/10... Discriminator Loss: 0.808887... Generator Loss: 1.189953 Epoch 2/10... Discriminator Loss: 0.104293... Generator Loss: 3.894041 Epoch 2/10... Discriminator Loss: 0.168881... Generator Loss: 2.753765
Epoch 2/10... Discriminator Loss: 0.111869... Generator Loss: 3.335370 Epoch 2/10... Discriminator Loss: 0.036275... Generator Loss: 4.927802 Epoch 2/10... Discriminator Loss: 0.082696... Generator Loss: 3.730019 Epoch 2/10... Discriminator Loss: 0.221005... Generator Loss: 2.331542 Epoch 2/10... Discriminator Loss: 0.133177... Generator Loss: 2.802148 Epoch 2/10... Discriminator Loss: 0.069720... Generator Loss: 4.412959 Epoch 2/10... Discriminator Loss: 0.121372... Generator Loss: 3.088992 Epoch 2/10... Discriminator Loss: 0.100330... Generator Loss: 3.188934 Epoch 2/10... Discriminator Loss: 0.043716... Generator Loss: 4.148886 Epoch 2/10... Discriminator Loss: 0.029446... Generator Loss: 4.330171
Epoch 2/10... Discriminator Loss: 0.129171... Generator Loss: 2.743796 Epoch 2/10... Discriminator Loss: 0.013202... Generator Loss: 5.959161 Epoch 2/10... Discriminator Loss: 0.052195... Generator Loss: 3.979645 Epoch 2/10... Discriminator Loss: 0.023702... Generator Loss: 4.908154 Epoch 2/10... Discriminator Loss: 0.195286... Generator Loss: 2.314076 Epoch 2/10... Discriminator Loss: 1.102211... Generator Loss: 0.880043 Epoch 2/10... Discriminator Loss: 0.051962... Generator Loss: 4.904380 Epoch 2/10... Discriminator Loss: 0.392719... Generator Loss: 1.902099 Epoch 2/10... Discriminator Loss: 1.378529... Generator Loss: 1.751413 Epoch 2/10... Discriminator Loss: 1.419217... Generator Loss: 2.413596
Epoch 2/10... Discriminator Loss: 1.091113... Generator Loss: 3.212432 Epoch 2/10... Discriminator Loss: 0.556644... Generator Loss: 1.525047 Epoch 2/10... Discriminator Loss: 0.694481... Generator Loss: 1.182997 Epoch 2/10... Discriminator Loss: 0.669891... Generator Loss: 1.698171 Epoch 2/10... Discriminator Loss: 1.287920... Generator Loss: 3.015826 Epoch 2/10... Discriminator Loss: 1.037438... Generator Loss: 3.745965 Epoch 2/10... Discriminator Loss: 0.761781... Generator Loss: 3.181477 Epoch 2/10... Discriminator Loss: 0.586016... Generator Loss: 1.801104 Epoch 2/10... Discriminator Loss: 1.497483... Generator Loss: 5.061728 Epoch 2/10... Discriminator Loss: 1.418938... Generator Loss: 0.509270
Epoch 2/10... Discriminator Loss: 1.758766... Generator Loss: 4.470387 Epoch 2/10... Discriminator Loss: 1.077725... Generator Loss: 0.908673 Epoch 2/10... Discriminator Loss: 0.707498... Generator Loss: 2.770372 Epoch 2/10... Discriminator Loss: 0.368327... Generator Loss: 2.697128 Epoch 2/10... Discriminator Loss: 1.908350... Generator Loss: 0.379641 Epoch 2/10... Discriminator Loss: 0.653983... Generator Loss: 1.292363 Epoch 2/10... Discriminator Loss: 0.290738... Generator Loss: 2.173318 Epoch 2/10... Discriminator Loss: 0.638512... Generator Loss: 2.225878 Epoch 2/10... Discriminator Loss: 0.987311... Generator Loss: 0.823042 Epoch 2/10... Discriminator Loss: 0.945457... Generator Loss: 0.781146
Epoch 2/10... Discriminator Loss: 0.159998... Generator Loss: 4.648149 Epoch 2/10... Discriminator Loss: 2.297463... Generator Loss: 0.260355 Epoch 2/10... Discriminator Loss: 0.202913... Generator Loss: 3.266024 Epoch 2/10... Discriminator Loss: 0.162797... Generator Loss: 3.237858 Epoch 2/10... Discriminator Loss: 0.244008... Generator Loss: 2.475881 Epoch 2/10... Discriminator Loss: 0.095246... Generator Loss: 3.552408 Epoch 2/10... Discriminator Loss: 0.283581... Generator Loss: 2.399384 Epoch 2/10... Discriminator Loss: 0.083910... Generator Loss: 3.679056 Epoch 2/10... Discriminator Loss: 0.145997... Generator Loss: 3.061262 Epoch 2/10... Discriminator Loss: 0.039351... Generator Loss: 5.075511
Epoch 2/10... Discriminator Loss: 0.099880... Generator Loss: 3.274860 Epoch 2/10... Discriminator Loss: 0.424204... Generator Loss: 8.396061 Epoch 2/10... Discriminator Loss: 0.059078... Generator Loss: 4.740482 Epoch 2/10... Discriminator Loss: 0.140942... Generator Loss: 5.471679 Epoch 2/10... Discriminator Loss: 0.447904... Generator Loss: 1.635594 Epoch 2/10... Discriminator Loss: 0.100568... Generator Loss: 3.458004 Epoch 2/10... Discriminator Loss: 0.383520... Generator Loss: 2.956398 Epoch 2/10... Discriminator Loss: 0.376900... Generator Loss: 1.900579 Epoch 2/10... Discriminator Loss: 0.212989... Generator Loss: 2.358646 Epoch 2/10... Discriminator Loss: 0.438791... Generator Loss: 1.510180
Epoch 2/10... Discriminator Loss: 0.095572... Generator Loss: 3.687368 Epoch 2/10... Discriminator Loss: 0.909997... Generator Loss: 0.965971 Epoch 2/10... Discriminator Loss: 0.490121... Generator Loss: 1.412388 Epoch 2/10... Discriminator Loss: 0.204391... Generator Loss: 4.247074 Epoch 2/10... Discriminator Loss: 0.092181... Generator Loss: 3.762308 Epoch 2/10... Discriminator Loss: 0.170074... Generator Loss: 2.420286 Epoch 2/10... Discriminator Loss: 0.070268... Generator Loss: 3.934296 Epoch 2/10... Discriminator Loss: 0.207469... Generator Loss: 2.278481 Epoch 2/10... Discriminator Loss: 0.109021... Generator Loss: 3.056831 Epoch 2/10... Discriminator Loss: 0.110878... Generator Loss: 9.481110
Epoch 2/10... Discriminator Loss: 0.312841... Generator Loss: 1.950668 Epoch 2/10... Discriminator Loss: 0.125332... Generator Loss: 2.902752 Epoch 2/10... Discriminator Loss: 0.103667... Generator Loss: 4.150136 Epoch 2/10... Discriminator Loss: 3.573147... Generator Loss: 5.491879 Epoch 2/10... Discriminator Loss: 1.682878... Generator Loss: 0.606324 Epoch 2/10... Discriminator Loss: 0.902772... Generator Loss: 0.888608 Epoch 2/10... Discriminator Loss: 0.644598... Generator Loss: 1.242414 Epoch 2/10... Discriminator Loss: 3.087680... Generator Loss: 0.233653 Epoch 2/10... Discriminator Loss: 2.221771... Generator Loss: 0.202806 Epoch 2/10... Discriminator Loss: 0.871362... Generator Loss: 1.043940
Epoch 2/10... Discriminator Loss: 0.503383... Generator Loss: 1.966964 Epoch 2/10... Discriminator Loss: 0.694999... Generator Loss: 2.349553 Epoch 2/10... Discriminator Loss: 0.495755... Generator Loss: 1.547965 Epoch 2/10... Discriminator Loss: 0.330180... Generator Loss: 3.049065 Epoch 2/10... Discriminator Loss: 0.482080... Generator Loss: 1.833499 Epoch 2/10... Discriminator Loss: 0.461542... Generator Loss: 1.829268 Epoch 2/10... Discriminator Loss: 0.418914... Generator Loss: 1.657076 Epoch 2/10... Discriminator Loss: 0.555903... Generator Loss: 1.347694 Epoch 2/10... Discriminator Loss: 0.724592... Generator Loss: 0.966013 Epoch 2/10... Discriminator Loss: 0.396858... Generator Loss: 2.274419
Epoch 2/10... Discriminator Loss: 0.249708... Generator Loss: 4.330800 Epoch 2/10... Discriminator Loss: 0.266117... Generator Loss: 2.234554 Epoch 2/10... Discriminator Loss: 0.138083... Generator Loss: 3.405804 Epoch 2/10... Discriminator Loss: 0.157346... Generator Loss: 2.781099 Epoch 2/10... Discriminator Loss: 0.362125... Generator Loss: 1.688033 Epoch 2/10... Discriminator Loss: 0.700588... Generator Loss: 1.106952 Epoch 2/10... Discriminator Loss: 0.147497... Generator Loss: 2.998406 Epoch 2/10... Discriminator Loss: 0.686409... Generator Loss: 1.123316 Epoch 2/10... Discriminator Loss: 0.173864... Generator Loss: 2.620893 Epoch 2/10... Discriminator Loss: 0.033441... Generator Loss: 4.544751
Epoch 2/10... Discriminator Loss: 0.087958... Generator Loss: 3.576611 Epoch 2/10... Discriminator Loss: 0.101509... Generator Loss: 4.162246 Epoch 2/10... Discriminator Loss: 0.091051... Generator Loss: 4.498587 Epoch 2/10... Discriminator Loss: 0.088904... Generator Loss: 4.787282 Epoch 2/10... Discriminator Loss: 0.089928... Generator Loss: 3.664209 Epoch 2/10... Discriminator Loss: 0.077523... Generator Loss: 4.927307 Epoch 2/10... Discriminator Loss: 0.402605... Generator Loss: 1.645763 Epoch 2/10... Discriminator Loss: 4.783273... Generator Loss: 0.085026 Epoch 2/10... Discriminator Loss: 1.237203... Generator Loss: 0.783371 Epoch 2/10... Discriminator Loss: 1.401676... Generator Loss: 0.583920
Epoch 2/10... Discriminator Loss: 0.632237... Generator Loss: 1.631225 Epoch 2/10... Discriminator Loss: 0.500861... Generator Loss: 1.529108 Epoch 2/10... Discriminator Loss: 1.355652... Generator Loss: 5.995250 Epoch 2/10... Discriminator Loss: 1.304258... Generator Loss: 3.459397 Epoch 2/10... Discriminator Loss: 1.028770... Generator Loss: 0.895170 Epoch 2/10... Discriminator Loss: 0.303756... Generator Loss: 3.359188 Epoch 2/10... Discriminator Loss: 0.237526... Generator Loss: 3.021135 Epoch 2/10... Discriminator Loss: 0.397928... Generator Loss: 4.022180 Epoch 2/10... Discriminator Loss: 0.381560... Generator Loss: 1.767718 Epoch 2/10... Discriminator Loss: 0.134747... Generator Loss: 2.844580
Epoch 2/10... Discriminator Loss: 0.249257... Generator Loss: 2.190433 Epoch 2/10... Discriminator Loss: 0.214262... Generator Loss: 2.548208 Epoch 2/10... Discriminator Loss: 0.266800... Generator Loss: 2.038747 Epoch 2/10... Discriminator Loss: 0.183502... Generator Loss: 4.052862 Epoch 2/10... Discriminator Loss: 0.079252... Generator Loss: 5.724790 Epoch 2/10... Discriminator Loss: 0.326044... Generator Loss: 2.015507 Epoch 2/10... Discriminator Loss: 1.320261... Generator Loss: 0.649707 Epoch 2/10... Discriminator Loss: 0.319341... Generator Loss: 2.327578 Epoch 2/10... Discriminator Loss: 0.444525... Generator Loss: 1.484650 Epoch 2/10... Discriminator Loss: 0.207613... Generator Loss: 2.727929
Epoch 2/10... Discriminator Loss: 0.202948... Generator Loss: 3.934448 Epoch 2/10... Discriminator Loss: 1.556301... Generator Loss: 0.489932 Epoch 2/10... Discriminator Loss: 0.101247... Generator Loss: 3.343776 Epoch 2/10... Discriminator Loss: 1.348714... Generator Loss: 0.504041 Epoch 2/10... Discriminator Loss: 0.204638... Generator Loss: 2.410740 Epoch 2/10... Discriminator Loss: 0.152208... Generator Loss: 2.813268 Epoch 2/10... Discriminator Loss: 0.088401... Generator Loss: 3.979378 Epoch 2/10... Discriminator Loss: 0.285349... Generator Loss: 2.327463 Epoch 2/10... Discriminator Loss: 0.198660... Generator Loss: 3.281918 Epoch 2/10... Discriminator Loss: 1.042234... Generator Loss: 4.076202
Epoch 2/10... Discriminator Loss: 0.620821... Generator Loss: 1.409407 Epoch 2/10... Discriminator Loss: 1.089072... Generator Loss: 0.807933 Epoch 2/10... Discriminator Loss: 1.410640... Generator Loss: 0.734198 Epoch 2/10... Discriminator Loss: 0.699942... Generator Loss: 3.671716 Epoch 2/10... Discriminator Loss: 0.925813... Generator Loss: 1.092952 Epoch 2/10... Discriminator Loss: 0.236566... Generator Loss: 2.427783 Epoch 2/10... Discriminator Loss: 0.098248... Generator Loss: 3.668288 Epoch 2/10... Discriminator Loss: 0.296137... Generator Loss: 2.197157 Epoch 2/10... Discriminator Loss: 0.739814... Generator Loss: 4.957131 Epoch 2/10... Discriminator Loss: 2.711138... Generator Loss: 0.161213
Epoch 2/10... Discriminator Loss: 1.409838... Generator Loss: 0.795530 Epoch 2/10... Discriminator Loss: 0.365158... Generator Loss: 1.768220 Epoch 2/10... Discriminator Loss: 0.715982... Generator Loss: 1.124471 Epoch 2/10... Discriminator Loss: 0.271434... Generator Loss: 2.510244 Epoch 2/10... Discriminator Loss: 0.115141... Generator Loss: 3.719313 Epoch 2/10... Discriminator Loss: 0.177928... Generator Loss: 2.429060 Epoch 2/10... Discriminator Loss: 1.218407... Generator Loss: 6.194680 Epoch 2/10... Discriminator Loss: 0.281622... Generator Loss: 2.725161 Epoch 2/10... Discriminator Loss: 0.057918... Generator Loss: 4.498809 Epoch 2/10... Discriminator Loss: 0.231683... Generator Loss: 2.246809
Epoch 2/10... Discriminator Loss: 0.219287... Generator Loss: 2.377800 Epoch 2/10... Discriminator Loss: 0.185685... Generator Loss: 2.338575 Epoch 2/10... Discriminator Loss: 0.262500... Generator Loss: 5.072545 Epoch 2/10... Discriminator Loss: 0.048360... Generator Loss: 4.805021 Epoch 2/10... Discriminator Loss: 0.165868... Generator Loss: 4.379754 Epoch 2/10... Discriminator Loss: 0.071279... Generator Loss: 4.181553 Epoch 2/10... Discriminator Loss: 0.206918... Generator Loss: 4.860686 Epoch 2/10... Discriminator Loss: 0.773686... Generator Loss: 1.366523 Epoch 2/10... Discriminator Loss: 0.035748... Generator Loss: 4.646500 Epoch 2/10... Discriminator Loss: 0.370008... Generator Loss: 1.948178
Epoch 3/10... Discriminator Loss: 0.370522... Generator Loss: 1.794218 Epoch 3/10... Discriminator Loss: 0.273748... Generator Loss: 2.073241 Epoch 3/10... Discriminator Loss: 0.132996... Generator Loss: 6.188398 Epoch 3/10... Discriminator Loss: 0.202890... Generator Loss: 2.160618 Epoch 3/10... Discriminator Loss: 0.092401... Generator Loss: 4.261451 Epoch 3/10... Discriminator Loss: 0.038597... Generator Loss: 5.783778 Epoch 3/10... Discriminator Loss: 0.041022... Generator Loss: 4.849837 Epoch 3/10... Discriminator Loss: 0.015995... Generator Loss: 8.249800 Epoch 3/10... Discriminator Loss: 0.124029... Generator Loss: 5.186138 Epoch 3/10... Discriminator Loss: 0.078658... Generator Loss: 3.541777
Epoch 3/10... Discriminator Loss: 0.112240... Generator Loss: 6.823612 Epoch 3/10... Discriminator Loss: 2.392228... Generator Loss: 7.110131 Epoch 3/10... Discriminator Loss: 1.976898... Generator Loss: 2.217024 Epoch 3/10... Discriminator Loss: 1.085881... Generator Loss: 1.061012 Epoch 3/10... Discriminator Loss: 0.732948... Generator Loss: 1.303136 Epoch 3/10... Discriminator Loss: 0.823284... Generator Loss: 1.448444 Epoch 3/10... Discriminator Loss: 0.810079... Generator Loss: 2.431767 Epoch 3/10... Discriminator Loss: 0.890784... Generator Loss: 3.199805 Epoch 3/10... Discriminator Loss: 0.515484... Generator Loss: 1.908802 Epoch 3/10... Discriminator Loss: 0.448241... Generator Loss: 2.275803
Epoch 3/10... Discriminator Loss: 0.764947... Generator Loss: 3.653173 Epoch 3/10... Discriminator Loss: 1.733846... Generator Loss: 3.537024 Epoch 3/10... Discriminator Loss: 0.941870... Generator Loss: 3.750207 Epoch 3/10... Discriminator Loss: 0.918568... Generator Loss: 3.954898 Epoch 3/10... Discriminator Loss: 1.607943... Generator Loss: 7.131468 Epoch 3/10... Discriminator Loss: 0.508951... Generator Loss: 2.220752 Epoch 3/10... Discriminator Loss: 0.905453... Generator Loss: 4.532286 Epoch 3/10... Discriminator Loss: 1.060717... Generator Loss: 3.893774 Epoch 3/10... Discriminator Loss: 0.820634... Generator Loss: 1.018161 Epoch 3/10... Discriminator Loss: 0.959995... Generator Loss: 0.752213
Epoch 3/10... Discriminator Loss: 0.303818... Generator Loss: 2.201173 Epoch 3/10... Discriminator Loss: 0.288387... Generator Loss: 2.224592 Epoch 3/10... Discriminator Loss: 0.328410... Generator Loss: 4.700614 Epoch 3/10... Discriminator Loss: 0.174523... Generator Loss: 3.614120 Epoch 3/10... Discriminator Loss: 0.356234... Generator Loss: 4.915865 Epoch 3/10... Discriminator Loss: 0.165857... Generator Loss: 5.066565 Epoch 3/10... Discriminator Loss: 0.494228... Generator Loss: 2.326124 Epoch 3/10... Discriminator Loss: 0.213213... Generator Loss: 2.642915 Epoch 3/10... Discriminator Loss: 0.705454... Generator Loss: 3.904756 Epoch 3/10... Discriminator Loss: 0.143334... Generator Loss: 3.261624
Epoch 3/10... Discriminator Loss: 0.347422... Generator Loss: 1.708531 Epoch 3/10... Discriminator Loss: 0.149963... Generator Loss: 3.434262 Epoch 3/10... Discriminator Loss: 0.110738... Generator Loss: 3.623573 Epoch 3/10... Discriminator Loss: 0.128679... Generator Loss: 3.655535 Epoch 3/10... Discriminator Loss: 0.123012... Generator Loss: 3.358494 Epoch 3/10... Discriminator Loss: 0.095479... Generator Loss: 3.738621 Epoch 3/10... Discriminator Loss: 2.528128... Generator Loss: 0.304546 Epoch 3/10... Discriminator Loss: 1.214646... Generator Loss: 0.641462 Epoch 3/10... Discriminator Loss: 0.551574... Generator Loss: 1.560085 Epoch 3/10... Discriminator Loss: 0.287181... Generator Loss: 2.482262
Epoch 3/10... Discriminator Loss: 0.156031... Generator Loss: 2.801624 Epoch 3/10... Discriminator Loss: 0.338141... Generator Loss: 2.098710 Epoch 3/10... Discriminator Loss: 0.330109... Generator Loss: 1.939561 Epoch 3/10... Discriminator Loss: 0.429044... Generator Loss: 1.601445 Epoch 3/10... Discriminator Loss: 0.084329... Generator Loss: 4.266086 Epoch 3/10... Discriminator Loss: 0.054204... Generator Loss: 5.545705 Epoch 3/10... Discriminator Loss: 0.224939... Generator Loss: 2.535822 Epoch 3/10... Discriminator Loss: 0.521728... Generator Loss: 1.399438 Epoch 3/10... Discriminator Loss: 0.476267... Generator Loss: 1.492667 Epoch 3/10... Discriminator Loss: 0.259546... Generator Loss: 2.304863
Epoch 3/10... Discriminator Loss: 0.121233... Generator Loss: 3.147328 Epoch 3/10... Discriminator Loss: 0.167866... Generator Loss: 5.706605 Epoch 3/10... Discriminator Loss: 0.114773... Generator Loss: 3.626231 Epoch 3/10... Discriminator Loss: 0.093312... Generator Loss: 3.585152 Epoch 3/10... Discriminator Loss: 0.255645... Generator Loss: 7.709847 Epoch 3/10... Discriminator Loss: 0.039196... Generator Loss: 4.888550 Epoch 3/10... Discriminator Loss: 0.129322... Generator Loss: 3.215480 Epoch 3/10... Discriminator Loss: 0.449625... Generator Loss: 1.457941 Epoch 3/10... Discriminator Loss: 0.279786... Generator Loss: 2.072987 Epoch 3/10... Discriminator Loss: 0.074020... Generator Loss: 3.781177
Epoch 3/10... Discriminator Loss: 0.234155... Generator Loss: 7.291034 Epoch 3/10... Discriminator Loss: 0.057192... Generator Loss: 4.381271 Epoch 3/10... Discriminator Loss: 0.182800... Generator Loss: 2.570036 Epoch 3/10... Discriminator Loss: 0.050636... Generator Loss: 4.495402 Epoch 3/10... Discriminator Loss: 0.046956... Generator Loss: 4.882545 Epoch 3/10... Discriminator Loss: 0.113978... Generator Loss: 3.215191 Epoch 3/10... Discriminator Loss: 0.228504... Generator Loss: 2.298923 Epoch 3/10... Discriminator Loss: 0.516835... Generator Loss: 1.304746 Epoch 3/10... Discriminator Loss: 0.023656... Generator Loss: 5.527753 Epoch 3/10... Discriminator Loss: 2.455293... Generator Loss: 0.324461
Epoch 3/10... Discriminator Loss: 1.421320... Generator Loss: 1.025613 Epoch 3/10... Discriminator Loss: 1.624758... Generator Loss: 2.748052 Epoch 3/10... Discriminator Loss: 1.061058... Generator Loss: 0.770585 Epoch 3/10... Discriminator Loss: 0.867164... Generator Loss: 1.002351 Epoch 3/10... Discriminator Loss: 1.075561... Generator Loss: 2.555196 Epoch 3/10... Discriminator Loss: 0.711089... Generator Loss: 1.715557 Epoch 3/10... Discriminator Loss: 2.245353... Generator Loss: 6.660182 Epoch 3/10... Discriminator Loss: 0.661582... Generator Loss: 1.348457 Epoch 3/10... Discriminator Loss: 0.744528... Generator Loss: 1.093653 Epoch 3/10... Discriminator Loss: 1.162913... Generator Loss: 4.058472
Epoch 3/10... Discriminator Loss: 1.202620... Generator Loss: 0.561744 Epoch 3/10... Discriminator Loss: 1.255452... Generator Loss: 0.536725 Epoch 3/10... Discriminator Loss: 0.922579... Generator Loss: 1.057062 Epoch 3/10... Discriminator Loss: 0.440543... Generator Loss: 1.565441 Epoch 3/10... Discriminator Loss: 0.355611... Generator Loss: 3.458162 Epoch 3/10... Discriminator Loss: 1.364594... Generator Loss: 4.497926 Epoch 3/10... Discriminator Loss: 0.776691... Generator Loss: 4.149397 Epoch 3/10... Discriminator Loss: 1.422153... Generator Loss: 0.537200 Epoch 3/10... Discriminator Loss: 0.697176... Generator Loss: 1.087886 Epoch 3/10... Discriminator Loss: 0.168443... Generator Loss: 2.870945
Epoch 3/10... Discriminator Loss: 0.452628... Generator Loss: 1.576419 Epoch 3/10... Discriminator Loss: 0.555482... Generator Loss: 1.209969 Epoch 3/10... Discriminator Loss: 0.725218... Generator Loss: 1.172664 Epoch 3/10... Discriminator Loss: 0.048655... Generator Loss: 5.982757 Epoch 3/10... Discriminator Loss: 0.192567... Generator Loss: 2.661058 Epoch 3/10... Discriminator Loss: 0.487596... Generator Loss: 1.453068 Epoch 3/10... Discriminator Loss: 0.166422... Generator Loss: 3.492388 Epoch 3/10... Discriminator Loss: 0.097371... Generator Loss: 5.630346 Epoch 3/10... Discriminator Loss: 0.218758... Generator Loss: 3.406332 Epoch 3/10... Discriminator Loss: 0.224593... Generator Loss: 2.252990
Epoch 3/10... Discriminator Loss: 0.340733... Generator Loss: 4.360954 Epoch 3/10... Discriminator Loss: 0.253469... Generator Loss: 2.034597 Epoch 3/10... Discriminator Loss: 0.154739... Generator Loss: 4.520856 Epoch 3/10... Discriminator Loss: 0.120847... Generator Loss: 4.333703 Epoch 3/10... Discriminator Loss: 0.157865... Generator Loss: 3.350468 Epoch 3/10... Discriminator Loss: 0.629873... Generator Loss: 1.576981 Epoch 3/10... Discriminator Loss: 0.048142... Generator Loss: 4.576398 Epoch 3/10... Discriminator Loss: 0.085078... Generator Loss: 3.654452 Epoch 3/10... Discriminator Loss: 0.202363... Generator Loss: 9.890308 Epoch 3/10... Discriminator Loss: 0.078213... Generator Loss: 6.914831
Epoch 3/10... Discriminator Loss: 0.644670... Generator Loss: 1.238386 Epoch 3/10... Discriminator Loss: 0.136063... Generator Loss: 3.777871 Epoch 3/10... Discriminator Loss: 0.190312... Generator Loss: 2.566671 Epoch 3/10... Discriminator Loss: 0.146035... Generator Loss: 2.957688 Epoch 3/10... Discriminator Loss: 0.143564... Generator Loss: 3.212707 Epoch 3/10... Discriminator Loss: 0.088842... Generator Loss: 3.602834 Epoch 3/10... Discriminator Loss: 0.133896... Generator Loss: 2.710562 Epoch 3/10... Discriminator Loss: 0.157279... Generator Loss: 2.716984 Epoch 3/10... Discriminator Loss: 0.471780... Generator Loss: 1.671596 Epoch 3/10... Discriminator Loss: 0.201459... Generator Loss: 2.243688
Epoch 3/10... Discriminator Loss: 0.305736... Generator Loss: 2.097085 Epoch 3/10... Discriminator Loss: 0.083419... Generator Loss: 3.591864 Epoch 3/10... Discriminator Loss: 0.044235... Generator Loss: 5.819617 Epoch 3/10... Discriminator Loss: 0.090814... Generator Loss: 5.451415 Epoch 3/10... Discriminator Loss: 1.842176... Generator Loss: 12.033173 Epoch 3/10... Discriminator Loss: 1.573157... Generator Loss: 1.115463 Epoch 3/10... Discriminator Loss: 1.127729... Generator Loss: 1.035173 Epoch 3/10... Discriminator Loss: 0.919114... Generator Loss: 2.193668 Epoch 3/10... Discriminator Loss: 0.660013... Generator Loss: 2.348354 Epoch 3/10... Discriminator Loss: 0.588418... Generator Loss: 1.600812
Epoch 3/10... Discriminator Loss: 0.526821... Generator Loss: 1.675837 Epoch 3/10... Discriminator Loss: 0.667419... Generator Loss: 1.793096 Epoch 3/10... Discriminator Loss: 1.690713... Generator Loss: 0.462699 Epoch 3/10... Discriminator Loss: 1.116781... Generator Loss: 0.738735 Epoch 3/10... Discriminator Loss: 1.711701... Generator Loss: 4.871793 Epoch 3/10... Discriminator Loss: 0.599849... Generator Loss: 1.366189 Epoch 3/10... Discriminator Loss: 0.156484... Generator Loss: 2.975769 Epoch 3/10... Discriminator Loss: 0.117532... Generator Loss: 3.779441 Epoch 3/10... Discriminator Loss: 0.377616... Generator Loss: 1.672821 Epoch 3/10... Discriminator Loss: 0.314915... Generator Loss: 1.665244
Epoch 3/10... Discriminator Loss: 0.373100... Generator Loss: 1.890344 Epoch 3/10... Discriminator Loss: 0.126511... Generator Loss: 2.922305 Epoch 3/10... Discriminator Loss: 0.248373... Generator Loss: 2.515890 Epoch 3/10... Discriminator Loss: 0.468787... Generator Loss: 1.450771 Epoch 3/10... Discriminator Loss: 1.248447... Generator Loss: 0.797275 Epoch 3/10... Discriminator Loss: 0.521501... Generator Loss: 1.407544 Epoch 3/10... Discriminator Loss: 0.431276... Generator Loss: 4.559972 Epoch 3/10... Discriminator Loss: 2.235572... Generator Loss: 0.184824 Epoch 3/10... Discriminator Loss: 0.602847... Generator Loss: 4.394235 Epoch 3/10... Discriminator Loss: 0.465748... Generator Loss: 1.469572
Epoch 3/10... Discriminator Loss: 0.238032... Generator Loss: 2.480358 Epoch 3/10... Discriminator Loss: 2.840960... Generator Loss: 0.127188 Epoch 3/10... Discriminator Loss: 0.334008... Generator Loss: 4.822000 Epoch 3/10... Discriminator Loss: 0.829409... Generator Loss: 1.077620 Epoch 3/10... Discriminator Loss: 0.494450... Generator Loss: 1.454787 Epoch 3/10... Discriminator Loss: 0.164239... Generator Loss: 2.682118 Epoch 3/10... Discriminator Loss: 0.222425... Generator Loss: 2.119669 Epoch 3/10... Discriminator Loss: 0.096593... Generator Loss: 4.255954 Epoch 3/10... Discriminator Loss: 0.070733... Generator Loss: 3.473792 Epoch 3/10... Discriminator Loss: 0.100833... Generator Loss: 3.221858
Epoch 3/10... Discriminator Loss: 0.709777... Generator Loss: 6.353349 Epoch 3/10... Discriminator Loss: 0.861482... Generator Loss: 0.879324 Epoch 3/10... Discriminator Loss: 0.110551... Generator Loss: 3.836406 Epoch 3/10... Discriminator Loss: 0.054297... Generator Loss: 4.588122 Epoch 3/10... Discriminator Loss: 0.037195... Generator Loss: 5.028770 Epoch 3/10... Discriminator Loss: 0.243356... Generator Loss: 2.213910 Epoch 3/10... Discriminator Loss: 0.145599... Generator Loss: 2.767294 Epoch 3/10... Discriminator Loss: 0.089197... Generator Loss: 3.586730 Epoch 3/10... Discriminator Loss: 0.440065... Generator Loss: 1.489412 Epoch 3/10... Discriminator Loss: 0.106323... Generator Loss: 3.276710
Epoch 3/10... Discriminator Loss: 0.022351... Generator Loss: 6.398879 Epoch 3/10... Discriminator Loss: 0.059742... Generator Loss: 3.900999 Epoch 3/10... Discriminator Loss: 1.984803... Generator Loss: 0.531701 Epoch 3/10... Discriminator Loss: 0.926857... Generator Loss: 2.875359 Epoch 3/10... Discriminator Loss: 0.982154... Generator Loss: 3.956639 Epoch 3/10... Discriminator Loss: 1.973162... Generator Loss: 6.220088 Epoch 3/10... Discriminator Loss: 0.744878... Generator Loss: 1.349451 Epoch 3/10... Discriminator Loss: 0.472088... Generator Loss: 1.761845 Epoch 3/10... Discriminator Loss: 0.806969... Generator Loss: 1.175140 Epoch 3/10... Discriminator Loss: 1.497902... Generator Loss: 0.756592
Epoch 3/10... Discriminator Loss: 0.433269... Generator Loss: 1.698881 Epoch 3/10... Discriminator Loss: 2.204634... Generator Loss: 0.300264 Epoch 3/10... Discriminator Loss: 0.786065... Generator Loss: 1.233075 Epoch 3/10... Discriminator Loss: 0.308741... Generator Loss: 2.934945 Epoch 3/10... Discriminator Loss: 0.231247... Generator Loss: 3.008907 Epoch 3/10... Discriminator Loss: 0.176254... Generator Loss: 3.357605 Epoch 3/10... Discriminator Loss: 2.039556... Generator Loss: 0.418960 Epoch 3/10... Discriminator Loss: 0.547802... Generator Loss: 5.052509 Epoch 3/10... Discriminator Loss: 1.902162... Generator Loss: 6.218961 Epoch 3/10... Discriminator Loss: 0.056775... Generator Loss: 4.716650
Epoch 3/10... Discriminator Loss: 0.188596... Generator Loss: 3.257329 Epoch 3/10... Discriminator Loss: 0.253066... Generator Loss: 2.360395 Epoch 3/10... Discriminator Loss: 0.212677... Generator Loss: 2.821716 Epoch 3/10... Discriminator Loss: 0.126341... Generator Loss: 4.337896 Epoch 3/10... Discriminator Loss: 0.125137... Generator Loss: 3.746603 Epoch 3/10... Discriminator Loss: 0.154145... Generator Loss: 2.706456 Epoch 3/10... Discriminator Loss: 0.220210... Generator Loss: 2.557134 Epoch 3/10... Discriminator Loss: 0.321851... Generator Loss: 5.166402 Epoch 3/10... Discriminator Loss: 0.107651... Generator Loss: 3.691517 Epoch 3/10... Discriminator Loss: 0.143980... Generator Loss: 3.245929
Epoch 3/10... Discriminator Loss: 0.330649... Generator Loss: 1.924980 Epoch 3/10... Discriminator Loss: 0.268168... Generator Loss: 2.140895 Epoch 3/10... Discriminator Loss: 0.052112... Generator Loss: 4.788002 Epoch 3/10... Discriminator Loss: 0.129967... Generator Loss: 5.613796 Epoch 3/10... Discriminator Loss: 0.395041... Generator Loss: 1.623946 Epoch 3/10... Discriminator Loss: 0.278321... Generator Loss: 2.346104 Epoch 3/10... Discriminator Loss: 0.066188... Generator Loss: 3.901034 Epoch 3/10... Discriminator Loss: 0.332561... Generator Loss: 2.175289 Epoch 3/10... Discriminator Loss: 0.146766... Generator Loss: 3.054576 Epoch 3/10... Discriminator Loss: 0.341180... Generator Loss: 1.625719
Epoch 3/10... Discriminator Loss: 0.209683... Generator Loss: 4.561027 Epoch 3/10... Discriminator Loss: 0.406801... Generator Loss: 1.838094 Epoch 3/10... Discriminator Loss: 0.097284... Generator Loss: 3.421433 Epoch 3/10... Discriminator Loss: 0.099204... Generator Loss: 3.749496 Epoch 3/10... Discriminator Loss: 0.093932... Generator Loss: 3.681487 Epoch 3/10... Discriminator Loss: 0.192343... Generator Loss: 2.687715 Epoch 3/10... Discriminator Loss: 0.085110... Generator Loss: 3.783077 Epoch 3/10... Discriminator Loss: 0.065361... Generator Loss: 4.529894 Epoch 3/10... Discriminator Loss: 0.700934... Generator Loss: 6.971870 Epoch 3/10... Discriminator Loss: 0.804697... Generator Loss: 1.042500
Epoch 3/10... Discriminator Loss: 0.155350... Generator Loss: 2.884142 Epoch 3/10... Discriminator Loss: 0.112273... Generator Loss: 4.493206 Epoch 3/10... Discriminator Loss: 0.125158... Generator Loss: 3.727580 Epoch 3/10... Discriminator Loss: 0.623102... Generator Loss: 1.201438 Epoch 3/10... Discriminator Loss: 0.097784... Generator Loss: 6.228030 Epoch 3/10... Discriminator Loss: 0.137474... Generator Loss: 3.120179 Epoch 3/10... Discriminator Loss: 0.098655... Generator Loss: 3.499426 Epoch 3/10... Discriminator Loss: 0.040313... Generator Loss: 5.254093 Epoch 3/10... Discriminator Loss: 1.708749... Generator Loss: 0.471530 Epoch 3/10... Discriminator Loss: 1.800020... Generator Loss: 0.665380
Epoch 3/10... Discriminator Loss: 1.131534... Generator Loss: 1.139369 Epoch 3/10... Discriminator Loss: 0.982855... Generator Loss: 4.549335 Epoch 3/10... Discriminator Loss: 0.332510... Generator Loss: 2.889407 Epoch 3/10... Discriminator Loss: 0.689087... Generator Loss: 1.137675 Epoch 3/10... Discriminator Loss: 0.326931... Generator Loss: 2.591817 Epoch 3/10... Discriminator Loss: 0.305831... Generator Loss: 2.459186 Epoch 3/10... Discriminator Loss: 1.507404... Generator Loss: 0.499048 Epoch 3/10... Discriminator Loss: 0.243449... Generator Loss: 2.662206 Epoch 3/10... Discriminator Loss: 1.311043... Generator Loss: 0.661708 Epoch 3/10... Discriminator Loss: 0.286764... Generator Loss: 5.125036
Epoch 3/10... Discriminator Loss: 0.193670... Generator Loss: 3.413569 Epoch 3/10... Discriminator Loss: 0.251387... Generator Loss: 2.286439 Epoch 3/10... Discriminator Loss: 0.104464... Generator Loss: 3.440112 Epoch 3/10... Discriminator Loss: 0.256456... Generator Loss: 2.090460 Epoch 3/10... Discriminator Loss: 0.229730... Generator Loss: 2.786330 Epoch 3/10... Discriminator Loss: 0.951734... Generator Loss: 1.171917 Epoch 3/10... Discriminator Loss: 0.253019... Generator Loss: 2.207543 Epoch 3/10... Discriminator Loss: 0.116532... Generator Loss: 4.640885 Epoch 3/10... Discriminator Loss: 0.127393... Generator Loss: 2.722857 Epoch 3/10... Discriminator Loss: 0.236093... Generator Loss: 2.601917
Epoch 3/10... Discriminator Loss: 0.175204... Generator Loss: 2.582819 Epoch 3/10... Discriminator Loss: 0.147881... Generator Loss: 2.597005 Epoch 3/10... Discriminator Loss: 0.046014... Generator Loss: 4.445518 Epoch 3/10... Discriminator Loss: 0.164532... Generator Loss: 2.469350 Epoch 3/10... Discriminator Loss: 0.221851... Generator Loss: 2.391193 Epoch 3/10... Discriminator Loss: 0.063268... Generator Loss: 3.841268 Epoch 3/10... Discriminator Loss: 0.317323... Generator Loss: 2.032343 Epoch 3/10... Discriminator Loss: 0.015650... Generator Loss: 6.482401 Epoch 3/10... Discriminator Loss: 0.139438... Generator Loss: 2.954841 Epoch 3/10... Discriminator Loss: 0.126782... Generator Loss: 3.347779
Epoch 3/10... Discriminator Loss: 0.010712... Generator Loss: 7.459750 Epoch 3/10... Discriminator Loss: 0.117720... Generator Loss: 8.781374 Epoch 3/10... Discriminator Loss: 0.032411... Generator Loss: 5.534233 Epoch 3/10... Discriminator Loss: 0.006397... Generator Loss: 8.518221 Epoch 3/10... Discriminator Loss: 0.112437... Generator Loss: 2.871322 Epoch 3/10... Discriminator Loss: 0.270565... Generator Loss: 2.405904 Epoch 3/10... Discriminator Loss: 0.091140... Generator Loss: 3.291874 Epoch 3/10... Discriminator Loss: 0.112609... Generator Loss: 9.720499 Epoch 3/10... Discriminator Loss: 0.019197... Generator Loss: 6.498599 Epoch 3/10... Discriminator Loss: 0.320335... Generator Loss: 1.854115
Epoch 3/10... Discriminator Loss: 0.059737... Generator Loss: 3.423296 Epoch 3/10... Discriminator Loss: 0.078556... Generator Loss: 4.780824 Epoch 3/10... Discriminator Loss: 0.378628... Generator Loss: 2.217835 Epoch 3/10... Discriminator Loss: 1.381801... Generator Loss: 3.031183 Epoch 3/10... Discriminator Loss: 0.905324... Generator Loss: 1.814338 Epoch 3/10... Discriminator Loss: 0.663360... Generator Loss: 1.485869 Epoch 3/10... Discriminator Loss: 0.671130... Generator Loss: 2.386276 Epoch 3/10... Discriminator Loss: 0.527290... Generator Loss: 3.982216 Epoch 3/10... Discriminator Loss: 1.609143... Generator Loss: 0.939262 Epoch 3/10... Discriminator Loss: 0.093518... Generator Loss: 3.515441
Epoch 3/10... Discriminator Loss: 1.823820... Generator Loss: 5.755327 Epoch 3/10... Discriminator Loss: 0.837119... Generator Loss: 5.198339 Epoch 3/10... Discriminator Loss: 1.681287... Generator Loss: 0.533767 Epoch 3/10... Discriminator Loss: 0.266656... Generator Loss: 2.618175 Epoch 3/10... Discriminator Loss: 0.359072... Generator Loss: 2.154296 Epoch 3/10... Discriminator Loss: 0.784964... Generator Loss: 5.139379 Epoch 3/10... Discriminator Loss: 0.650981... Generator Loss: 1.630089 Epoch 3/10... Discriminator Loss: 0.182167... Generator Loss: 3.149239 Epoch 3/10... Discriminator Loss: 0.469652... Generator Loss: 1.500406 Epoch 3/10... Discriminator Loss: 0.139083... Generator Loss: 5.000008
Epoch 3/10... Discriminator Loss: 0.222803... Generator Loss: 4.138155 Epoch 3/10... Discriminator Loss: 0.205522... Generator Loss: 3.092430 Epoch 3/10... Discriminator Loss: 0.049329... Generator Loss: 4.804673 Epoch 3/10... Discriminator Loss: 0.469251... Generator Loss: 1.663188 Epoch 3/10... Discriminator Loss: 0.349102... Generator Loss: 3.896668 Epoch 3/10... Discriminator Loss: 0.236534... Generator Loss: 2.330942 Epoch 3/10... Discriminator Loss: 0.084251... Generator Loss: 5.488680 Epoch 3/10... Discriminator Loss: 0.111289... Generator Loss: 4.444846 Epoch 3/10... Discriminator Loss: 0.078176... Generator Loss: 4.300224 Epoch 3/10... Discriminator Loss: 0.322049... Generator Loss: 2.167630
Epoch 3/10... Discriminator Loss: 0.072613... Generator Loss: 3.724341 Epoch 3/10... Discriminator Loss: 0.556184... Generator Loss: 1.495196 Epoch 3/10... Discriminator Loss: 0.548301... Generator Loss: 2.093152 Epoch 3/10... Discriminator Loss: 0.213661... Generator Loss: 2.666323 Epoch 3/10... Discriminator Loss: 0.248190... Generator Loss: 4.103954 Epoch 3/10... Discriminator Loss: 0.044723... Generator Loss: 4.771128 Epoch 3/10... Discriminator Loss: 0.200078... Generator Loss: 2.317554 Epoch 3/10... Discriminator Loss: 0.060307... Generator Loss: 4.042762 Epoch 3/10... Discriminator Loss: 0.792174... Generator Loss: 0.877965 Epoch 3/10... Discriminator Loss: 0.705629... Generator Loss: 7.963295
Epoch 3/10... Discriminator Loss: 0.116788... Generator Loss: 3.751034 Epoch 3/10... Discriminator Loss: 0.111328... Generator Loss: 4.187851 Epoch 3/10... Discriminator Loss: 0.100311... Generator Loss: 4.116438 Epoch 3/10... Discriminator Loss: 0.057656... Generator Loss: 4.259358 Epoch 3/10... Discriminator Loss: 0.091150... Generator Loss: 3.511128 Epoch 3/10... Discriminator Loss: 0.360386... Generator Loss: 1.860855 Epoch 3/10... Discriminator Loss: 0.136393... Generator Loss: 2.807660 Epoch 3/10... Discriminator Loss: 0.285584... Generator Loss: 5.021454 Epoch 3/10... Discriminator Loss: 0.695542... Generator Loss: 1.121650 Epoch 3/10... Discriminator Loss: 0.108974... Generator Loss: 3.729890
Epoch 3/10... Discriminator Loss: 0.404670... Generator Loss: 1.622704 Epoch 3/10... Discriminator Loss: 0.123695... Generator Loss: 4.188453 Epoch 3/10... Discriminator Loss: 0.059645... Generator Loss: 5.878958 Epoch 3/10... Discriminator Loss: 0.099974... Generator Loss: 3.702523 Epoch 3/10... Discriminator Loss: 0.371607... Generator Loss: 1.868013 Epoch 3/10... Discriminator Loss: 0.086308... Generator Loss: 5.236299 Epoch 3/10... Discriminator Loss: 1.804755... Generator Loss: 0.539112 Epoch 3/10... Discriminator Loss: 0.189694... Generator Loss: 2.515123 Epoch 3/10... Discriminator Loss: 0.156892... Generator Loss: 2.694297 Epoch 3/10... Discriminator Loss: 0.127186... Generator Loss: 5.919590
Epoch 3/10... Discriminator Loss: 0.521537... Generator Loss: 1.452572 Epoch 3/10... Discriminator Loss: 0.294096... Generator Loss: 7.928546 Epoch 3/10... Discriminator Loss: 5.892047... Generator Loss: 11.421091 Epoch 3/10... Discriminator Loss: 1.015290... Generator Loss: 1.203546 Epoch 3/10... Discriminator Loss: 1.346241... Generator Loss: 1.316176 Epoch 3/10... Discriminator Loss: 0.794738... Generator Loss: 2.124891 Epoch 3/10... Discriminator Loss: 0.522582... Generator Loss: 3.209163 Epoch 3/10... Discriminator Loss: 2.138192... Generator Loss: 0.435086 Epoch 3/10... Discriminator Loss: 0.889334... Generator Loss: 2.097435 Epoch 3/10... Discriminator Loss: 0.700230... Generator Loss: 4.380517
Epoch 3/10... Discriminator Loss: 0.941730... Generator Loss: 5.539577 Epoch 3/10... Discriminator Loss: 0.591313... Generator Loss: 1.905721 Epoch 3/10... Discriminator Loss: 0.716855... Generator Loss: 1.106041 Epoch 3/10... Discriminator Loss: 0.326682... Generator Loss: 2.802066 Epoch 3/10... Discriminator Loss: 0.363694... Generator Loss: 2.141947 Epoch 3/10... Discriminator Loss: 0.199415... Generator Loss: 2.959359 Epoch 3/10... Discriminator Loss: 0.176858... Generator Loss: 2.601024 Epoch 3/10... Discriminator Loss: 0.614089... Generator Loss: 1.297017 Epoch 3/10... Discriminator Loss: 0.419557... Generator Loss: 1.602647 Epoch 3/10... Discriminator Loss: 0.188299... Generator Loss: 3.390559
Epoch 3/10... Discriminator Loss: 0.243782... Generator Loss: 2.611873 Epoch 3/10... Discriminator Loss: 0.413687... Generator Loss: 1.800368 Epoch 3/10... Discriminator Loss: 0.312175... Generator Loss: 2.255530 Epoch 3/10... Discriminator Loss: 2.109232... Generator Loss: 0.327050 Epoch 3/10... Discriminator Loss: 0.114758... Generator Loss: 3.068702 Epoch 3/10... Discriminator Loss: 0.968951... Generator Loss: 0.848717 Epoch 3/10... Discriminator Loss: 0.250818... Generator Loss: 2.498395 Epoch 3/10... Discriminator Loss: 0.811502... Generator Loss: 1.210057 Epoch 3/10... Discriminator Loss: 0.103152... Generator Loss: 4.246674 Epoch 3/10... Discriminator Loss: 0.324892... Generator Loss: 2.196014
Epoch 3/10... Discriminator Loss: 0.425787... Generator Loss: 2.051317 Epoch 3/10... Discriminator Loss: 0.397665... Generator Loss: 2.131805 Epoch 3/10... Discriminator Loss: 0.306745... Generator Loss: 4.047372 Epoch 3/10... Discriminator Loss: 0.618961... Generator Loss: 3.935420 Epoch 3/10... Discriminator Loss: 0.342461... Generator Loss: 3.529627 Epoch 3/10... Discriminator Loss: 0.277543... Generator Loss: 3.474430 Epoch 3/10... Discriminator Loss: 0.145752... Generator Loss: 4.970250 Epoch 3/10... Discriminator Loss: 0.550504... Generator Loss: 1.426436 Epoch 3/10... Discriminator Loss: 0.570030... Generator Loss: 1.523479 Epoch 3/10... Discriminator Loss: 0.206473... Generator Loss: 2.771843
Epoch 3/10... Discriminator Loss: 0.140356... Generator Loss: 3.105093 Epoch 3/10... Discriminator Loss: 0.024038... Generator Loss: 7.467413 Epoch 3/10... Discriminator Loss: 0.115969... Generator Loss: 4.636150 Epoch 3/10... Discriminator Loss: 0.362373... Generator Loss: 1.809579 Epoch 3/10... Discriminator Loss: 0.315989... Generator Loss: 2.006206 Epoch 3/10... Discriminator Loss: 0.198776... Generator Loss: 3.112823 Epoch 3/10... Discriminator Loss: 0.079004... Generator Loss: 3.592135 Epoch 3/10... Discriminator Loss: 0.175845... Generator Loss: 2.502657 Epoch 3/10... Discriminator Loss: 0.188613... Generator Loss: 2.791646 Epoch 3/10... Discriminator Loss: 0.029706... Generator Loss: 5.813843
Epoch 3/10... Discriminator Loss: 0.029981... Generator Loss: 6.239179 Epoch 3/10... Discriminator Loss: 0.256303... Generator Loss: 2.203413 Epoch 3/10... Discriminator Loss: 0.228725... Generator Loss: 2.556258 Epoch 3/10... Discriminator Loss: 0.066932... Generator Loss: 4.336152 Epoch 3/10... Discriminator Loss: 0.123622... Generator Loss: 3.314986 Epoch 3/10... Discriminator Loss: 0.052940... Generator Loss: 4.313565 Epoch 3/10... Discriminator Loss: 0.248501... Generator Loss: 2.071253 Epoch 3/10... Discriminator Loss: 0.078800... Generator Loss: 4.122697 Epoch 3/10... Discriminator Loss: 0.654136... Generator Loss: 1.021453 Epoch 3/10... Discriminator Loss: 2.087248... Generator Loss: 0.381724
Epoch 3/10... Discriminator Loss: 0.113188... Generator Loss: 3.623275 Epoch 3/10... Discriminator Loss: 0.154576... Generator Loss: 3.279367 Epoch 3/10... Discriminator Loss: 0.190882... Generator Loss: 2.656661 Epoch 3/10... Discriminator Loss: 0.554059... Generator Loss: 1.281609 Epoch 3/10... Discriminator Loss: 0.088268... Generator Loss: 3.959411 Epoch 4/10... Discriminator Loss: 0.246536... Generator Loss: 5.851323 Epoch 4/10... Discriminator Loss: 0.025074... Generator Loss: 4.472800 Epoch 4/10... Discriminator Loss: 0.096626... Generator Loss: 3.837080 Epoch 4/10... Discriminator Loss: 0.213465... Generator Loss: 2.783423 Epoch 4/10... Discriminator Loss: 0.137943... Generator Loss: 2.694146
Epoch 4/10... Discriminator Loss: 0.089282... Generator Loss: 4.079512 Epoch 4/10... Discriminator Loss: 0.069378... Generator Loss: 4.422580 Epoch 4/10... Discriminator Loss: 0.028190... Generator Loss: 5.273425 Epoch 4/10... Discriminator Loss: 1.729290... Generator Loss: 0.401388 Epoch 4/10... Discriminator Loss: 0.157266... Generator Loss: 2.638614 Epoch 4/10... Discriminator Loss: 0.981992... Generator Loss: 7.297313 Epoch 4/10... Discriminator Loss: 1.166455... Generator Loss: 0.816387 Epoch 4/10... Discriminator Loss: 0.756959... Generator Loss: 1.252477 Epoch 4/10... Discriminator Loss: 1.105187... Generator Loss: 0.811870 Epoch 4/10... Discriminator Loss: 1.072026... Generator Loss: 4.683139
Epoch 4/10... Discriminator Loss: 0.439942... Generator Loss: 1.901804 Epoch 4/10... Discriminator Loss: 1.683655... Generator Loss: 6.301236 Epoch 4/10... Discriminator Loss: 0.385830... Generator Loss: 2.315669 Epoch 4/10... Discriminator Loss: 0.168285... Generator Loss: 3.487307 Epoch 4/10... Discriminator Loss: 0.321554... Generator Loss: 2.218085 Epoch 4/10... Discriminator Loss: 0.168313... Generator Loss: 3.508896 Epoch 4/10... Discriminator Loss: 0.348786... Generator Loss: 2.266762 Epoch 4/10... Discriminator Loss: 0.194450... Generator Loss: 2.619899 Epoch 4/10... Discriminator Loss: 0.092306... Generator Loss: 3.385156 Epoch 4/10... Discriminator Loss: 0.109358... Generator Loss: 3.401569
Epoch 4/10... Discriminator Loss: 0.321294... Generator Loss: 1.882919 Epoch 4/10... Discriminator Loss: 0.795902... Generator Loss: 1.346235 Epoch 4/10... Discriminator Loss: 0.444044... Generator Loss: 1.796131 Epoch 4/10... Discriminator Loss: 0.432459... Generator Loss: 1.807379 Epoch 4/10... Discriminator Loss: 0.595363... Generator Loss: 1.499661 Epoch 4/10... Discriminator Loss: 0.857901... Generator Loss: 0.879803 Epoch 4/10... Discriminator Loss: 0.374896... Generator Loss: 5.994151 Epoch 4/10... Discriminator Loss: 0.157416... Generator Loss: 3.455526 Epoch 4/10... Discriminator Loss: 0.409649... Generator Loss: 1.767131 Epoch 4/10... Discriminator Loss: 0.157110... Generator Loss: 2.628525
Epoch 4/10... Discriminator Loss: 0.672960... Generator Loss: 1.124088 Epoch 4/10... Discriminator Loss: 0.114796... Generator Loss: 3.393595 Epoch 4/10... Discriminator Loss: 0.029427... Generator Loss: 6.097662 Epoch 4/10... Discriminator Loss: 0.142077... Generator Loss: 2.583264 Epoch 4/10... Discriminator Loss: 0.658104... Generator Loss: 1.122243 Epoch 4/10... Discriminator Loss: 0.160668... Generator Loss: 3.316550 Epoch 4/10... Discriminator Loss: 0.108520... Generator Loss: 3.709974 Epoch 4/10... Discriminator Loss: 0.130034... Generator Loss: 3.482028 Epoch 4/10... Discriminator Loss: 0.546269... Generator Loss: 1.538739 Epoch 4/10... Discriminator Loss: 0.207362... Generator Loss: 2.298933
Epoch 4/10... Discriminator Loss: 0.085432... Generator Loss: 6.180896 Epoch 4/10... Discriminator Loss: 0.658097... Generator Loss: 1.338701 Epoch 4/10... Discriminator Loss: 2.251064... Generator Loss: 0.293718 Epoch 4/10... Discriminator Loss: 0.085716... Generator Loss: 5.367007 Epoch 4/10... Discriminator Loss: 0.099356... Generator Loss: 4.162860 Epoch 4/10... Discriminator Loss: 0.073644... Generator Loss: 4.106942 Epoch 4/10... Discriminator Loss: 0.679961... Generator Loss: 1.285560 Epoch 4/10... Discriminator Loss: 0.097506... Generator Loss: 3.422649 Epoch 4/10... Discriminator Loss: 0.080663... Generator Loss: 3.744689 Epoch 4/10... Discriminator Loss: 0.284937... Generator Loss: 6.380123
Epoch 4/10... Discriminator Loss: 0.261185... Generator Loss: 3.740204 Epoch 4/10... Discriminator Loss: 0.238727... Generator Loss: 5.454149 Epoch 4/10... Discriminator Loss: 0.428033... Generator Loss: 1.688503 Epoch 4/10... Discriminator Loss: 1.181158... Generator Loss: 6.037559 Epoch 4/10... Discriminator Loss: 0.048056... Generator Loss: 6.054158 Epoch 4/10... Discriminator Loss: 0.132839... Generator Loss: 6.274878 Epoch 4/10... Discriminator Loss: 0.234789... Generator Loss: 2.446150 Epoch 4/10... Discriminator Loss: 0.050854... Generator Loss: 4.729187 Epoch 4/10... Discriminator Loss: 0.931539... Generator Loss: 0.880198 Epoch 4/10... Discriminator Loss: 0.122387... Generator Loss: 3.170453
Epoch 4/10... Discriminator Loss: 0.392451... Generator Loss: 1.768427 Epoch 4/10... Discriminator Loss: 0.759820... Generator Loss: 1.085652 Epoch 4/10... Discriminator Loss: 2.158690... Generator Loss: 0.303164 Epoch 4/10... Discriminator Loss: 1.873829... Generator Loss: 1.412547 Epoch 4/10... Discriminator Loss: 1.066960... Generator Loss: 1.966019 Epoch 4/10... Discriminator Loss: 0.882244... Generator Loss: 2.158541 Epoch 4/10... Discriminator Loss: 0.825967... Generator Loss: 1.269689 Epoch 4/10... Discriminator Loss: 0.764241... Generator Loss: 2.254338 Epoch 4/10... Discriminator Loss: 0.729810... Generator Loss: 1.440961 Epoch 4/10... Discriminator Loss: 0.525409... Generator Loss: 1.977224
Epoch 4/10... Discriminator Loss: 0.607214... Generator Loss: 3.080078 Epoch 4/10... Discriminator Loss: 0.836433... Generator Loss: 1.274465 Epoch 4/10... Discriminator Loss: 1.762799... Generator Loss: 0.431572 Epoch 4/10... Discriminator Loss: 0.516979... Generator Loss: 1.662794 Epoch 4/10... Discriminator Loss: 0.523138... Generator Loss: 1.849792 Epoch 4/10... Discriminator Loss: 0.464845... Generator Loss: 2.396678 Epoch 4/10... Discriminator Loss: 0.652807... Generator Loss: 4.684072 Epoch 4/10... Discriminator Loss: 0.230507... Generator Loss: 2.143208 Epoch 4/10... Discriminator Loss: 0.285445... Generator Loss: 4.199837 Epoch 4/10... Discriminator Loss: 1.675078... Generator Loss: 0.405377
Epoch 4/10... Discriminator Loss: 0.652202... Generator Loss: 1.522824 Epoch 4/10... Discriminator Loss: 0.281712... Generator Loss: 2.084404 Epoch 4/10... Discriminator Loss: 0.215320... Generator Loss: 2.601326 Epoch 4/10... Discriminator Loss: 0.441972... Generator Loss: 1.451904 Epoch 4/10... Discriminator Loss: 0.325315... Generator Loss: 2.002564 Epoch 4/10... Discriminator Loss: 0.210774... Generator Loss: 5.329151 Epoch 4/10... Discriminator Loss: 0.269734... Generator Loss: 2.108009 Epoch 4/10... Discriminator Loss: 0.196625... Generator Loss: 3.818812 Epoch 4/10... Discriminator Loss: 0.771102... Generator Loss: 1.404468 Epoch 4/10... Discriminator Loss: 0.171276... Generator Loss: 2.745436
Epoch 4/10... Discriminator Loss: 0.544410... Generator Loss: 1.363439 Epoch 4/10... Discriminator Loss: 0.680925... Generator Loss: 1.122361 Epoch 4/10... Discriminator Loss: 0.139960... Generator Loss: 3.359279 Epoch 4/10... Discriminator Loss: 0.215046... Generator Loss: 2.577789 Epoch 4/10... Discriminator Loss: 0.292867... Generator Loss: 3.622788 Epoch 4/10... Discriminator Loss: 0.198927... Generator Loss: 2.225460 Epoch 4/10... Discriminator Loss: 0.188647... Generator Loss: 2.322239 Epoch 4/10... Discriminator Loss: 0.600013... Generator Loss: 1.377745 Epoch 4/10... Discriminator Loss: 0.114088... Generator Loss: 3.207291 Epoch 4/10... Discriminator Loss: 0.412377... Generator Loss: 1.532893
Epoch 4/10... Discriminator Loss: 0.347269... Generator Loss: 2.162353 Epoch 4/10... Discriminator Loss: 0.255505... Generator Loss: 2.104548 Epoch 4/10... Discriminator Loss: 0.047295... Generator Loss: 4.254245 Epoch 4/10... Discriminator Loss: 0.323822... Generator Loss: 1.699378 Epoch 4/10... Discriminator Loss: 0.091193... Generator Loss: 4.027173 Epoch 4/10... Discriminator Loss: 0.075760... Generator Loss: 3.708886 Epoch 4/10... Discriminator Loss: 0.036606... Generator Loss: 5.004548 Epoch 4/10... Discriminator Loss: 0.205063... Generator Loss: 4.617478 Epoch 4/10... Discriminator Loss: 0.397038... Generator Loss: 1.655302 Epoch 4/10... Discriminator Loss: 0.106072... Generator Loss: 3.400140
Epoch 4/10... Discriminator Loss: 0.086882... Generator Loss: 3.248295 Epoch 4/10... Discriminator Loss: 0.282983... Generator Loss: 2.216408 Epoch 4/10... Discriminator Loss: 0.083330... Generator Loss: 4.024486 Epoch 4/10... Discriminator Loss: 0.089395... Generator Loss: 3.634006 Epoch 4/10... Discriminator Loss: 0.037283... Generator Loss: 4.520842 Epoch 4/10... Discriminator Loss: 0.464721... Generator Loss: 1.776806 Epoch 4/10... Discriminator Loss: 0.452719... Generator Loss: 1.578805 Epoch 4/10... Discriminator Loss: 0.072276... Generator Loss: 5.892364 Epoch 4/10... Discriminator Loss: 0.444937... Generator Loss: 1.744614 Epoch 4/10... Discriminator Loss: 0.520604... Generator Loss: 1.298126
Epoch 4/10... Discriminator Loss: 0.044404... Generator Loss: 4.835008 Epoch 4/10... Discriminator Loss: 0.090748... Generator Loss: 5.372368 Epoch 4/10... Discriminator Loss: 0.094489... Generator Loss: 3.721669 Epoch 4/10... Discriminator Loss: 0.060009... Generator Loss: 4.024123 Epoch 4/10... Discriminator Loss: 0.107456... Generator Loss: 3.215305 Epoch 4/10... Discriminator Loss: 0.439797... Generator Loss: 1.548407 Epoch 4/10... Discriminator Loss: 0.053405... Generator Loss: 4.227020 Epoch 4/10... Discriminator Loss: 0.181504... Generator Loss: 2.590844 Epoch 4/10... Discriminator Loss: 2.845570... Generator Loss: 4.069955 Epoch 4/10... Discriminator Loss: 1.139235... Generator Loss: 2.251965
Epoch 4/10... Discriminator Loss: 0.929595... Generator Loss: 1.723380 Epoch 4/10... Discriminator Loss: 1.511666... Generator Loss: 0.531270 Epoch 4/10... Discriminator Loss: 1.667290... Generator Loss: 0.541774 Epoch 4/10... Discriminator Loss: 1.814746... Generator Loss: 0.460575 Epoch 4/10... Discriminator Loss: 0.502674... Generator Loss: 3.443010 Epoch 4/10... Discriminator Loss: 0.630495... Generator Loss: 1.245177 Epoch 4/10... Discriminator Loss: 0.729908... Generator Loss: 4.287630 Epoch 4/10... Discriminator Loss: 0.991218... Generator Loss: 1.069099 Epoch 4/10... Discriminator Loss: 0.507409... Generator Loss: 4.813372 Epoch 4/10... Discriminator Loss: 0.315085... Generator Loss: 2.269386
Epoch 4/10... Discriminator Loss: 0.473199... Generator Loss: 1.740214 Epoch 4/10... Discriminator Loss: 0.234554... Generator Loss: 2.773985 Epoch 4/10... Discriminator Loss: 0.864518... Generator Loss: 1.060202 Epoch 4/10... Discriminator Loss: 0.077684... Generator Loss: 4.324310 Epoch 4/10... Discriminator Loss: 0.264265... Generator Loss: 2.043427 Epoch 4/10... Discriminator Loss: 0.270939... Generator Loss: 2.332361 Epoch 4/10... Discriminator Loss: 0.173229... Generator Loss: 2.751791 Epoch 4/10... Discriminator Loss: 0.358952... Generator Loss: 1.539244 Epoch 4/10... Discriminator Loss: 0.844931... Generator Loss: 6.765906 Epoch 4/10... Discriminator Loss: 0.123455... Generator Loss: 3.605836
Epoch 4/10... Discriminator Loss: 0.138007... Generator Loss: 3.588414 Epoch 4/10... Discriminator Loss: 0.397485... Generator Loss: 1.783667 Epoch 4/10... Discriminator Loss: 0.110533... Generator Loss: 3.670081 Epoch 4/10... Discriminator Loss: 0.657359... Generator Loss: 1.273854 Epoch 4/10... Discriminator Loss: 0.145645... Generator Loss: 3.212629 Epoch 4/10... Discriminator Loss: 0.083458... Generator Loss: 3.774673 Epoch 4/10... Discriminator Loss: 0.212398... Generator Loss: 2.577170 Epoch 4/10... Discriminator Loss: 1.017137... Generator Loss: 5.230514 Epoch 4/10... Discriminator Loss: 0.261251... Generator Loss: 2.631457 Epoch 4/10... Discriminator Loss: 1.875757... Generator Loss: 0.330349
Epoch 4/10... Discriminator Loss: 0.189413... Generator Loss: 3.609167 Epoch 4/10... Discriminator Loss: 0.497936... Generator Loss: 1.570464 Epoch 4/10... Discriminator Loss: 0.141198... Generator Loss: 4.505639 Epoch 4/10... Discriminator Loss: 0.276822... Generator Loss: 2.096431 Epoch 4/10... Discriminator Loss: 0.118030... Generator Loss: 3.087481 Epoch 4/10... Discriminator Loss: 0.106352... Generator Loss: 3.430772 Epoch 4/10... Discriminator Loss: 0.082756... Generator Loss: 4.312562 Epoch 4/10... Discriminator Loss: 0.081394... Generator Loss: 4.271192 Epoch 4/10... Discriminator Loss: 0.086801... Generator Loss: 3.925938 Epoch 4/10... Discriminator Loss: 0.082449... Generator Loss: 3.486896
Epoch 4/10... Discriminator Loss: 0.107066... Generator Loss: 5.189716 Epoch 4/10... Discriminator Loss: 2.086078... Generator Loss: 0.275388 Epoch 4/10... Discriminator Loss: 0.172587... Generator Loss: 5.143068 Epoch 4/10... Discriminator Loss: 0.711208... Generator Loss: 1.782519 Epoch 4/10... Discriminator Loss: 0.476897... Generator Loss: 2.124442 Epoch 4/10... Discriminator Loss: 0.272138... Generator Loss: 2.512382 Epoch 4/10... Discriminator Loss: 0.134087... Generator Loss: 3.779277 Epoch 4/10... Discriminator Loss: 2.938300... Generator Loss: 0.220084 Epoch 4/10... Discriminator Loss: 0.163037... Generator Loss: 3.155823 Epoch 4/10... Discriminator Loss: 2.350656... Generator Loss: 0.321330
Epoch 4/10... Discriminator Loss: 0.165024... Generator Loss: 3.111170 Epoch 4/10... Discriminator Loss: 1.401879... Generator Loss: 8.967380 Epoch 4/10... Discriminator Loss: 0.199793... Generator Loss: 2.449333 Epoch 4/10... Discriminator Loss: 0.194320... Generator Loss: 3.081115 Epoch 4/10... Discriminator Loss: 0.222424... Generator Loss: 2.689349 Epoch 4/10... Discriminator Loss: 0.126282... Generator Loss: 3.486269 Epoch 4/10... Discriminator Loss: 0.081828... Generator Loss: 5.106549 Epoch 4/10... Discriminator Loss: 0.078247... Generator Loss: 5.043556 Epoch 4/10... Discriminator Loss: 0.145655... Generator Loss: 3.282014 Epoch 4/10... Discriminator Loss: 0.016930... Generator Loss: 5.290695
Epoch 4/10... Discriminator Loss: 0.097444... Generator Loss: 3.618143 Epoch 4/10... Discriminator Loss: 0.068752... Generator Loss: 6.826705 Epoch 4/10... Discriminator Loss: 0.155441... Generator Loss: 4.757275 Epoch 4/10... Discriminator Loss: 0.099776... Generator Loss: 5.415251 Epoch 4/10... Discriminator Loss: 0.169079... Generator Loss: 2.511139 Epoch 4/10... Discriminator Loss: 0.087292... Generator Loss: 3.714994 Epoch 4/10... Discriminator Loss: 0.117873... Generator Loss: 3.052409 Epoch 4/10... Discriminator Loss: 0.085484... Generator Loss: 3.482760 Epoch 4/10... Discriminator Loss: 0.184141... Generator Loss: 2.344103 Epoch 4/10... Discriminator Loss: 0.103724... Generator Loss: 3.333468
Epoch 4/10... Discriminator Loss: 0.053247... Generator Loss: 4.917791 Epoch 4/10... Discriminator Loss: 0.194852... Generator Loss: 2.498172 Epoch 4/10... Discriminator Loss: 0.095816... Generator Loss: 3.934982 Epoch 4/10... Discriminator Loss: 0.172107... Generator Loss: 2.529935 Epoch 4/10... Discriminator Loss: 0.044569... Generator Loss: 4.130591 Epoch 4/10... Discriminator Loss: 0.110520... Generator Loss: 3.078388 Epoch 4/10... Discriminator Loss: 0.090636... Generator Loss: 7.966252 Epoch 4/10... Discriminator Loss: 0.187825... Generator Loss: 2.602293 Epoch 4/10... Discriminator Loss: 0.049307... Generator Loss: 5.180290 Epoch 4/10... Discriminator Loss: 0.175075... Generator Loss: 2.562162
Epoch 4/10... Discriminator Loss: 2.085948... Generator Loss: 0.289418 Epoch 4/10... Discriminator Loss: 2.543345... Generator Loss: 7.390707 Epoch 4/10... Discriminator Loss: 0.267710... Generator Loss: 3.254454 Epoch 4/10... Discriminator Loss: 1.098844... Generator Loss: 1.198235 Epoch 4/10... Discriminator Loss: 1.376424... Generator Loss: 0.729956 Epoch 4/10... Discriminator Loss: 0.841172... Generator Loss: 1.356260 Epoch 4/10... Discriminator Loss: 0.137109... Generator Loss: 3.607566 Epoch 4/10... Discriminator Loss: 0.197058... Generator Loss: 3.264030 Epoch 4/10... Discriminator Loss: 0.150197... Generator Loss: 3.697167 Epoch 4/10... Discriminator Loss: 0.141214... Generator Loss: 5.236366
Epoch 4/10... Discriminator Loss: 0.251270... Generator Loss: 3.620054 Epoch 4/10... Discriminator Loss: 0.073972... Generator Loss: 4.840182 Epoch 4/10... Discriminator Loss: 0.157115... Generator Loss: 3.361650 Epoch 4/10... Discriminator Loss: 1.132539... Generator Loss: 0.907842 Epoch 4/10... Discriminator Loss: 0.142171... Generator Loss: 3.511433 Epoch 4/10... Discriminator Loss: 1.660679... Generator Loss: 0.380860 Epoch 4/10... Discriminator Loss: 0.689654... Generator Loss: 1.545429 Epoch 4/10... Discriminator Loss: 0.282710... Generator Loss: 2.100343 Epoch 4/10... Discriminator Loss: 0.107237... Generator Loss: 3.441282 Epoch 4/10... Discriminator Loss: 1.591413... Generator Loss: 0.444501
Epoch 4/10... Discriminator Loss: 0.188952... Generator Loss: 4.069035 Epoch 4/10... Discriminator Loss: 0.116986... Generator Loss: 3.612131 Epoch 4/10... Discriminator Loss: 0.105172... Generator Loss: 3.909379 Epoch 4/10... Discriminator Loss: 0.142465... Generator Loss: 5.935204 Epoch 4/10... Discriminator Loss: 1.535735... Generator Loss: 0.516439 Epoch 4/10... Discriminator Loss: 0.136909... Generator Loss: 2.922812 Epoch 4/10... Discriminator Loss: 0.407534... Generator Loss: 1.642575 Epoch 4/10... Discriminator Loss: 0.433519... Generator Loss: 1.649707 Epoch 4/10... Discriminator Loss: 0.120048... Generator Loss: 5.536880 Epoch 4/10... Discriminator Loss: 0.187877... Generator Loss: 2.360119
Epoch 4/10... Discriminator Loss: 0.185025... Generator Loss: 2.400103 Epoch 4/10... Discriminator Loss: 0.114606... Generator Loss: 3.048829 Epoch 4/10... Discriminator Loss: 0.136460... Generator Loss: 2.657290 Epoch 4/10... Discriminator Loss: 0.066244... Generator Loss: 4.584045 Epoch 4/10... Discriminator Loss: 0.434423... Generator Loss: 1.580956 Epoch 4/10... Discriminator Loss: 0.063178... Generator Loss: 3.813771 Epoch 4/10... Discriminator Loss: 0.123732... Generator Loss: 3.681498 Epoch 4/10... Discriminator Loss: 0.401029... Generator Loss: 1.798891 Epoch 4/10... Discriminator Loss: 1.669540... Generator Loss: 8.644936 Epoch 4/10... Discriminator Loss: 1.269390... Generator Loss: 0.796490
Epoch 4/10... Discriminator Loss: 0.147975... Generator Loss: 2.770527 Epoch 4/10... Discriminator Loss: 3.168100... Generator Loss: 0.161478 Epoch 4/10... Discriminator Loss: 0.054078... Generator Loss: 7.824864 Epoch 4/10... Discriminator Loss: 0.107985... Generator Loss: 3.331497 Epoch 4/10... Discriminator Loss: 0.159358... Generator Loss: 2.778503 Epoch 4/10... Discriminator Loss: 0.254303... Generator Loss: 2.412157 Epoch 4/10... Discriminator Loss: 0.189976... Generator Loss: 2.577016 Epoch 4/10... Discriminator Loss: 0.129842... Generator Loss: 3.217202 Epoch 4/10... Discriminator Loss: 0.095676... Generator Loss: 3.809526 Epoch 4/10... Discriminator Loss: 0.090704... Generator Loss: 3.650564
Epoch 4/10... Discriminator Loss: 0.014914... Generator Loss: 4.997881 Epoch 4/10... Discriminator Loss: 0.045774... Generator Loss: 5.645797 Epoch 4/10... Discriminator Loss: 0.615648... Generator Loss: 1.377714 Epoch 4/10... Discriminator Loss: 0.059917... Generator Loss: 4.229332 Epoch 4/10... Discriminator Loss: 0.194786... Generator Loss: 2.375117 Epoch 4/10... Discriminator Loss: 1.543584... Generator Loss: 0.504090 Epoch 4/10... Discriminator Loss: 0.106304... Generator Loss: 3.371927 Epoch 4/10... Discriminator Loss: 0.054239... Generator Loss: 3.682193 Epoch 4/10... Discriminator Loss: 0.121827... Generator Loss: 3.511733 Epoch 4/10... Discriminator Loss: 0.317590... Generator Loss: 1.955887
Epoch 4/10... Discriminator Loss: 0.102538... Generator Loss: 3.007350 Epoch 4/10... Discriminator Loss: 0.238261... Generator Loss: 6.121260 Epoch 4/10... Discriminator Loss: 0.858515... Generator Loss: 0.912557 Epoch 4/10... Discriminator Loss: 2.570818... Generator Loss: 0.199461 Epoch 4/10... Discriminator Loss: 0.918915... Generator Loss: 1.035319 Epoch 4/10... Discriminator Loss: 0.058736... Generator Loss: 3.963534 Epoch 4/10... Discriminator Loss: 0.195532... Generator Loss: 3.204791 Epoch 4/10... Discriminator Loss: 0.027461... Generator Loss: 5.943279 Epoch 4/10... Discriminator Loss: 2.536088... Generator Loss: 0.436063 Epoch 4/10... Discriminator Loss: 1.040574... Generator Loss: 3.151186
Epoch 4/10... Discriminator Loss: 0.430654... Generator Loss: 2.296587 Epoch 4/10... Discriminator Loss: 1.587013... Generator Loss: 0.806286 Epoch 4/10... Discriminator Loss: 0.708560... Generator Loss: 1.470156 Epoch 4/10... Discriminator Loss: 1.908158... Generator Loss: 0.667723 Epoch 4/10... Discriminator Loss: 0.186729... Generator Loss: 3.403803 Epoch 4/10... Discriminator Loss: 0.139500... Generator Loss: 3.194573 Epoch 4/10... Discriminator Loss: 1.367696... Generator Loss: 0.723988 Epoch 4/10... Discriminator Loss: 0.132525... Generator Loss: 5.919271 Epoch 4/10... Discriminator Loss: 0.159381... Generator Loss: 2.599918 Epoch 4/10... Discriminator Loss: 0.130374... Generator Loss: 3.662496
Epoch 4/10... Discriminator Loss: 0.755176... Generator Loss: 1.170156 Epoch 4/10... Discriminator Loss: 0.449015... Generator Loss: 5.315488 Epoch 4/10... Discriminator Loss: 1.150979... Generator Loss: 0.918097 Epoch 4/10... Discriminator Loss: 0.494683... Generator Loss: 1.732815 Epoch 4/10... Discriminator Loss: 1.809560... Generator Loss: 0.332429 Epoch 4/10... Discriminator Loss: 1.892578... Generator Loss: 0.493257 Epoch 4/10... Discriminator Loss: 0.132724... Generator Loss: 3.491816 Epoch 4/10... Discriminator Loss: 0.079336... Generator Loss: 3.973383 Epoch 4/10... Discriminator Loss: 0.084499... Generator Loss: 5.698310 Epoch 4/10... Discriminator Loss: 1.319791... Generator Loss: 0.644942
Epoch 4/10... Discriminator Loss: 0.195618... Generator Loss: 2.440615 Epoch 4/10... Discriminator Loss: 0.159528... Generator Loss: 2.910743 Epoch 4/10... Discriminator Loss: 0.119591... Generator Loss: 4.810004 Epoch 4/10... Discriminator Loss: 0.026739... Generator Loss: 5.487150 Epoch 4/10... Discriminator Loss: 0.035450... Generator Loss: 4.083370 Epoch 4/10... Discriminator Loss: 0.169111... Generator Loss: 3.644663 Epoch 4/10... Discriminator Loss: 0.036179... Generator Loss: 6.167485 Epoch 4/10... Discriminator Loss: 0.063936... Generator Loss: 5.097160 Epoch 4/10... Discriminator Loss: 0.064644... Generator Loss: 4.408829 Epoch 4/10... Discriminator Loss: 1.037429... Generator Loss: 0.799353
Epoch 4/10... Discriminator Loss: 0.204882... Generator Loss: 3.413177 Epoch 4/10... Discriminator Loss: 0.092673... Generator Loss: 5.692130 Epoch 4/10... Discriminator Loss: 0.116342... Generator Loss: 3.311581 Epoch 4/10... Discriminator Loss: 0.057126... Generator Loss: 7.536236 Epoch 4/10... Discriminator Loss: 3.546798... Generator Loss: 8.080751 Epoch 4/10... Discriminator Loss: 0.392691... Generator Loss: 2.296625 Epoch 4/10... Discriminator Loss: 1.217307... Generator Loss: 1.130667 Epoch 4/10... Discriminator Loss: 0.318696... Generator Loss: 2.329037 Epoch 4/10... Discriminator Loss: 0.456503... Generator Loss: 1.961909 Epoch 4/10... Discriminator Loss: 0.072583... Generator Loss: 4.464368
Epoch 4/10... Discriminator Loss: 0.176643... Generator Loss: 2.807744 Epoch 4/10... Discriminator Loss: 0.095091... Generator Loss: 4.355368 Epoch 4/10... Discriminator Loss: 0.108847... Generator Loss: 4.904038 Epoch 4/10... Discriminator Loss: 0.066593... Generator Loss: 4.288631 Epoch 4/10... Discriminator Loss: 0.271226... Generator Loss: 2.127849 Epoch 4/10... Discriminator Loss: 1.087358... Generator Loss: 7.589063 Epoch 4/10... Discriminator Loss: 2.465826... Generator Loss: 0.262447 Epoch 4/10... Discriminator Loss: 0.128146... Generator Loss: 3.508521 Epoch 4/10... Discriminator Loss: 0.466002... Generator Loss: 1.723366 Epoch 4/10... Discriminator Loss: 0.238615... Generator Loss: 2.850272
Epoch 4/10... Discriminator Loss: 0.047243... Generator Loss: 4.084723 Epoch 4/10... Discriminator Loss: 0.758182... Generator Loss: 1.205253 Epoch 4/10... Discriminator Loss: 0.158433... Generator Loss: 2.821591 Epoch 4/10... Discriminator Loss: 0.464256... Generator Loss: 1.681240 Epoch 4/10... Discriminator Loss: 0.413984... Generator Loss: 4.146777 Epoch 4/10... Discriminator Loss: 0.834114... Generator Loss: 0.994888 Epoch 4/10... Discriminator Loss: 0.537594... Generator Loss: 1.549789 Epoch 4/10... Discriminator Loss: 1.417945... Generator Loss: 0.563209 Epoch 4/10... Discriminator Loss: 0.119325... Generator Loss: 3.413914 Epoch 4/10... Discriminator Loss: 0.299607... Generator Loss: 2.298662
Epoch 4/10... Discriminator Loss: 6.476197... Generator Loss: 11.362574 Epoch 4/10... Discriminator Loss: 0.389593... Generator Loss: 2.670050 Epoch 4/10... Discriminator Loss: 0.975187... Generator Loss: 1.043452 Epoch 4/10... Discriminator Loss: 0.239402... Generator Loss: 2.544022 Epoch 4/10... Discriminator Loss: 0.608003... Generator Loss: 1.834925 Epoch 4/10... Discriminator Loss: 0.229417... Generator Loss: 2.728679 Epoch 4/10... Discriminator Loss: 0.249906... Generator Loss: 2.367799 Epoch 4/10... Discriminator Loss: 1.434884... Generator Loss: 9.364334 Epoch 4/10... Discriminator Loss: 0.223544... Generator Loss: 3.326849 Epoch 4/10... Discriminator Loss: 0.120615... Generator Loss: 3.201158
Epoch 4/10... Discriminator Loss: 0.320185... Generator Loss: 2.098554 Epoch 4/10... Discriminator Loss: 0.242822... Generator Loss: 2.625355 Epoch 4/10... Discriminator Loss: 0.136244... Generator Loss: 4.294347 Epoch 4/10... Discriminator Loss: 0.092954... Generator Loss: 3.624501 Epoch 4/10... Discriminator Loss: 0.461014... Generator Loss: 1.706826 Epoch 4/10... Discriminator Loss: 0.202461... Generator Loss: 2.354006 Epoch 4/10... Discriminator Loss: 0.812739... Generator Loss: 0.947646 Epoch 4/10... Discriminator Loss: 0.278403... Generator Loss: 2.311753 Epoch 4/10... Discriminator Loss: 0.308088... Generator Loss: 1.934021 Epoch 4/10... Discriminator Loss: 0.065623... Generator Loss: 4.053553
Epoch 4/10... Discriminator Loss: 0.116512... Generator Loss: 3.299598 Epoch 4/10... Discriminator Loss: 0.100226... Generator Loss: 3.377425 Epoch 4/10... Discriminator Loss: 1.794265... Generator Loss: 0.386518 Epoch 4/10... Discriminator Loss: 0.043218... Generator Loss: 6.639423 Epoch 4/10... Discriminator Loss: 0.058249... Generator Loss: 5.879227 Epoch 4/10... Discriminator Loss: 0.097167... Generator Loss: 4.653166 Epoch 4/10... Discriminator Loss: 0.086791... Generator Loss: 4.007323 Epoch 4/10... Discriminator Loss: 0.153483... Generator Loss: 3.472310 Epoch 4/10... Discriminator Loss: 0.059399... Generator Loss: 4.171322 Epoch 4/10... Discriminator Loss: 0.424000... Generator Loss: 1.685849
Epoch 4/10... Discriminator Loss: 0.242025... Generator Loss: 2.414552 Epoch 4/10... Discriminator Loss: 0.206125... Generator Loss: 2.590428 Epoch 4/10... Discriminator Loss: 0.117580... Generator Loss: 3.910718 Epoch 4/10... Discriminator Loss: 0.148425... Generator Loss: 4.163303 Epoch 4/10... Discriminator Loss: 0.133170... Generator Loss: 3.366683 Epoch 4/10... Discriminator Loss: 0.176543... Generator Loss: 5.530533 Epoch 4/10... Discriminator Loss: 1.817940... Generator Loss: 0.404100 Epoch 4/10... Discriminator Loss: 0.223203... Generator Loss: 3.652522 Epoch 4/10... Discriminator Loss: 0.343299... Generator Loss: 2.300868 Epoch 4/10... Discriminator Loss: 0.037205... Generator Loss: 4.497187
Epoch 4/10... Discriminator Loss: 0.094912... Generator Loss: 3.931972 Epoch 4/10... Discriminator Loss: 3.074821... Generator Loss: 0.208370 Epoch 4/10... Discriminator Loss: 0.079129... Generator Loss: 4.156072 Epoch 4/10... Discriminator Loss: 0.311210... Generator Loss: 2.166240 Epoch 4/10... Discriminator Loss: 0.258945... Generator Loss: 2.765241 Epoch 4/10... Discriminator Loss: 0.052011... Generator Loss: 5.669603 Epoch 4/10... Discriminator Loss: 0.074612... Generator Loss: 5.498180 Epoch 4/10... Discriminator Loss: 0.926897... Generator Loss: 0.941700 Epoch 4/10... Discriminator Loss: 0.700491... Generator Loss: 1.120950 Epoch 4/10... Discriminator Loss: 0.034664... Generator Loss: 5.615571
Epoch 4/10... Discriminator Loss: 0.090326... Generator Loss: 3.525929 Epoch 4/10... Discriminator Loss: 0.434991... Generator Loss: 1.661299 Epoch 4/10... Discriminator Loss: 0.162996... Generator Loss: 6.211290 Epoch 4/10... Discriminator Loss: 0.066200... Generator Loss: 3.845608 Epoch 4/10... Discriminator Loss: 0.027981... Generator Loss: 5.627399 Epoch 4/10... Discriminator Loss: 0.164622... Generator Loss: 9.069477 Epoch 4/10... Discriminator Loss: 0.112119... Generator Loss: 3.305049 Epoch 4/10... Discriminator Loss: 0.161550... Generator Loss: 3.240531 Epoch 4/10... Discriminator Loss: 0.069127... Generator Loss: 6.426994 Epoch 4/10... Discriminator Loss: 0.895185... Generator Loss: 0.845422
Epoch 5/10... Discriminator Loss: 1.050938... Generator Loss: 0.961379 Epoch 5/10... Discriminator Loss: 0.005543... Generator Loss: 7.538493 Epoch 5/10... Discriminator Loss: 0.378300... Generator Loss: 1.949868 Epoch 5/10... Discriminator Loss: 0.118310... Generator Loss: 3.242964 Epoch 5/10... Discriminator Loss: 0.069692... Generator Loss: 4.168128 Epoch 5/10... Discriminator Loss: 0.051868... Generator Loss: 4.217047 Epoch 5/10... Discriminator Loss: 0.017738... Generator Loss: 7.961016 Epoch 5/10... Discriminator Loss: 0.060121... Generator Loss: 3.740391 Epoch 5/10... Discriminator Loss: 0.077585... Generator Loss: 3.980870 Epoch 5/10... Discriminator Loss: 0.416721... Generator Loss: 1.573059
Epoch 5/10... Discriminator Loss: 3.498698... Generator Loss: 0.114366 Epoch 5/10... Discriminator Loss: 1.508210... Generator Loss: 4.893612 Epoch 5/10... Discriminator Loss: 0.447808... Generator Loss: 2.648709 Epoch 5/10... Discriminator Loss: 0.337163... Generator Loss: 2.881276 Epoch 5/10... Discriminator Loss: 0.318203... Generator Loss: 2.257060 Epoch 5/10... Discriminator Loss: 0.256281... Generator Loss: 2.478688 Epoch 5/10... Discriminator Loss: 1.522790... Generator Loss: 0.534582 Epoch 5/10... Discriminator Loss: 0.263920... Generator Loss: 2.411602 Epoch 5/10... Discriminator Loss: 0.176775... Generator Loss: 2.896388 Epoch 5/10... Discriminator Loss: 0.484919... Generator Loss: 1.767970
Epoch 5/10... Discriminator Loss: 0.466300... Generator Loss: 8.141157 Epoch 5/10... Discriminator Loss: 0.074517... Generator Loss: 4.310328 Epoch 5/10... Discriminator Loss: 0.077109... Generator Loss: 3.782152 Epoch 5/10... Discriminator Loss: 0.354548... Generator Loss: 2.036200 Epoch 5/10... Discriminator Loss: 0.019582... Generator Loss: 8.745898 Epoch 5/10... Discriminator Loss: 0.289625... Generator Loss: 2.069572 Epoch 5/10... Discriminator Loss: 0.722468... Generator Loss: 8.896971 Epoch 5/10... Discriminator Loss: 0.180100... Generator Loss: 4.144632 Epoch 5/10... Discriminator Loss: 0.522270... Generator Loss: 1.508451 Epoch 5/10... Discriminator Loss: 0.234049... Generator Loss: 2.425920
Epoch 5/10... Discriminator Loss: 0.131881... Generator Loss: 3.500071 Epoch 5/10... Discriminator Loss: 0.291621... Generator Loss: 2.500477 Epoch 5/10... Discriminator Loss: 0.575829... Generator Loss: 1.532740 Epoch 5/10... Discriminator Loss: 0.077739... Generator Loss: 4.222128 Epoch 5/10... Discriminator Loss: 0.164453... Generator Loss: 2.773297 Epoch 5/10... Discriminator Loss: 0.898919... Generator Loss: 1.386604 Epoch 5/10... Discriminator Loss: 1.915500... Generator Loss: 0.589427 Epoch 5/10... Discriminator Loss: 0.195659... Generator Loss: 7.557679 Epoch 5/10... Discriminator Loss: 0.833396... Generator Loss: 1.302475 Epoch 5/10... Discriminator Loss: 0.192995... Generator Loss: 2.822755
Epoch 5/10... Discriminator Loss: 0.112367... Generator Loss: 5.630056 Epoch 5/10... Discriminator Loss: 0.378003... Generator Loss: 2.332433 Epoch 5/10... Discriminator Loss: 1.704672... Generator Loss: 0.535992 Epoch 5/10... Discriminator Loss: 0.090418... Generator Loss: 4.792630 Epoch 5/10... Discriminator Loss: 0.036067... Generator Loss: 5.417737 Epoch 5/10... Discriminator Loss: 0.020287... Generator Loss: 5.718228 Epoch 5/10... Discriminator Loss: 2.928477... Generator Loss: 0.246376 Epoch 5/10... Discriminator Loss: 0.600137... Generator Loss: 2.115038 Epoch 5/10... Discriminator Loss: 0.780918... Generator Loss: 1.170456 Epoch 5/10... Discriminator Loss: 0.707607... Generator Loss: 4.104502
Epoch 5/10... Discriminator Loss: 0.289447... Generator Loss: 3.459609 Epoch 5/10... Discriminator Loss: 0.207554... Generator Loss: 4.255130 Epoch 5/10... Discriminator Loss: 0.182094... Generator Loss: 3.053498 Epoch 5/10... Discriminator Loss: 2.121129... Generator Loss: 0.325933 Epoch 5/10... Discriminator Loss: 2.187630... Generator Loss: 0.270984 Epoch 5/10... Discriminator Loss: 0.813994... Generator Loss: 0.978433 Epoch 5/10... Discriminator Loss: 1.405459... Generator Loss: 0.564556 Epoch 5/10... Discriminator Loss: 0.180348... Generator Loss: 2.974821 Epoch 5/10... Discriminator Loss: 0.352767... Generator Loss: 2.029571 Epoch 5/10... Discriminator Loss: 0.074830... Generator Loss: 4.055177
Epoch 5/10... Discriminator Loss: 0.059588... Generator Loss: 4.419704 Epoch 5/10... Discriminator Loss: 0.146855... Generator Loss: 2.922664 Epoch 5/10... Discriminator Loss: 0.106544... Generator Loss: 3.074192 Epoch 5/10... Discriminator Loss: 0.143789... Generator Loss: 3.128889 Epoch 5/10... Discriminator Loss: 0.058103... Generator Loss: 4.620566 Epoch 5/10... Discriminator Loss: 0.040433... Generator Loss: 4.669282 Epoch 5/10... Discriminator Loss: 0.197521... Generator Loss: 2.540112 Epoch 5/10... Discriminator Loss: 0.073214... Generator Loss: 4.001728 Epoch 5/10... Discriminator Loss: 0.656439... Generator Loss: 1.618290 Epoch 5/10... Discriminator Loss: 0.369309... Generator Loss: 1.930708
Epoch 5/10... Discriminator Loss: 0.161388... Generator Loss: 5.776505 Epoch 5/10... Discriminator Loss: 0.068638... Generator Loss: 4.683819 Epoch 5/10... Discriminator Loss: 0.036644... Generator Loss: 4.639538 Epoch 5/10... Discriminator Loss: 0.097031... Generator Loss: 4.682365 Epoch 5/10... Discriminator Loss: 0.239396... Generator Loss: 2.688487 Epoch 5/10... Discriminator Loss: 0.071739... Generator Loss: 4.243453 Epoch 5/10... Discriminator Loss: 0.312103... Generator Loss: 2.117042 Epoch 5/10... Discriminator Loss: 0.025596... Generator Loss: 5.743888 Epoch 5/10... Discriminator Loss: 0.190046... Generator Loss: 2.611127 Epoch 5/10... Discriminator Loss: 0.052549... Generator Loss: 5.226239
Epoch 5/10... Discriminator Loss: 0.056375... Generator Loss: 5.974992 Epoch 5/10... Discriminator Loss: 0.023090... Generator Loss: 6.103463 Epoch 5/10... Discriminator Loss: 0.090105... Generator Loss: 3.964854 Epoch 5/10... Discriminator Loss: 0.099191... Generator Loss: 3.366466 Epoch 5/10... Discriminator Loss: 0.044561... Generator Loss: 5.607109 Epoch 5/10... Discriminator Loss: 0.413146... Generator Loss: 8.834558 Epoch 5/10... Discriminator Loss: 0.491229... Generator Loss: 1.764979 Epoch 5/10... Discriminator Loss: 0.323345... Generator Loss: 2.844088 Epoch 5/10... Discriminator Loss: 0.399670... Generator Loss: 2.124133 Epoch 5/10... Discriminator Loss: 0.079607... Generator Loss: 3.671118
Epoch 5/10... Discriminator Loss: 0.440343... Generator Loss: 1.581212 Epoch 5/10... Discriminator Loss: 0.048416... Generator Loss: 7.732471 Epoch 5/10... Discriminator Loss: 0.206335... Generator Loss: 2.880312 Epoch 5/10... Discriminator Loss: 0.744812... Generator Loss: 1.870211 Epoch 5/10... Discriminator Loss: 2.139114... Generator Loss: 0.389581 Epoch 5/10... Discriminator Loss: 0.067089... Generator Loss: 5.190721 Epoch 5/10... Discriminator Loss: 0.501789... Generator Loss: 1.555596 Epoch 5/10... Discriminator Loss: 0.071124... Generator Loss: 5.684299 Epoch 5/10... Discriminator Loss: 0.093274... Generator Loss: 3.641490 Epoch 5/10... Discriminator Loss: 0.899682... Generator Loss: 1.369718
Epoch 5/10... Discriminator Loss: 1.157299... Generator Loss: 0.665134 Epoch 5/10... Discriminator Loss: 0.260045... Generator Loss: 2.572779 Epoch 5/10... Discriminator Loss: 0.321458... Generator Loss: 2.139295 Epoch 5/10... Discriminator Loss: 0.275664... Generator Loss: 2.344812 Epoch 5/10... Discriminator Loss: 0.483752... Generator Loss: 1.833249 Epoch 5/10... Discriminator Loss: 0.055273... Generator Loss: 4.132984 Epoch 5/10... Discriminator Loss: 0.329403... Generator Loss: 1.861759 Epoch 5/10... Discriminator Loss: 0.130158... Generator Loss: 3.086616 Epoch 5/10... Discriminator Loss: 0.164012... Generator Loss: 3.086896 Epoch 5/10... Discriminator Loss: 0.078923... Generator Loss: 5.427587
Epoch 5/10... Discriminator Loss: 0.031986... Generator Loss: 6.352849 Epoch 5/10... Discriminator Loss: 0.023463... Generator Loss: 5.182313 Epoch 5/10... Discriminator Loss: 0.884424... Generator Loss: 1.149512 Epoch 5/10... Discriminator Loss: 0.095179... Generator Loss: 4.523687 Epoch 5/10... Discriminator Loss: 0.119504... Generator Loss: 4.885509 Epoch 5/10... Discriminator Loss: 0.043510... Generator Loss: 6.734289 Epoch 5/10... Discriminator Loss: 0.081023... Generator Loss: 3.846636 Epoch 5/10... Discriminator Loss: 0.084205... Generator Loss: 3.457878 Epoch 5/10... Discriminator Loss: 0.168909... Generator Loss: 2.607553 Epoch 5/10... Discriminator Loss: 0.177816... Generator Loss: 2.459573
Epoch 5/10... Discriminator Loss: 0.782148... Generator Loss: 1.059974 Epoch 5/10... Discriminator Loss: 0.079277... Generator Loss: 3.715659 Epoch 5/10... Discriminator Loss: 0.065067... Generator Loss: 5.216435 Epoch 5/10... Discriminator Loss: 0.079779... Generator Loss: 3.844565 Epoch 5/10... Discriminator Loss: 0.024700... Generator Loss: 6.542486 Epoch 5/10... Discriminator Loss: 0.675316... Generator Loss: 1.205199 Epoch 5/10... Discriminator Loss: 0.111139... Generator Loss: 2.983518 Epoch 5/10... Discriminator Loss: 0.151245... Generator Loss: 2.691910 Epoch 5/10... Discriminator Loss: 0.060566... Generator Loss: 4.670502 Epoch 5/10... Discriminator Loss: 0.962058... Generator Loss: 6.872977
Epoch 5/10... Discriminator Loss: 1.384157... Generator Loss: 0.728721 Epoch 5/10... Discriminator Loss: 0.166783... Generator Loss: 4.407935 Epoch 5/10... Discriminator Loss: 0.145854... Generator Loss: 3.896776 Epoch 5/10... Discriminator Loss: 1.558586... Generator Loss: 0.657835 Epoch 5/10... Discriminator Loss: 0.058918... Generator Loss: 4.157131 Epoch 5/10... Discriminator Loss: 0.091159... Generator Loss: 5.095481 Epoch 5/10... Discriminator Loss: 0.304306... Generator Loss: 2.432687 Epoch 5/10... Discriminator Loss: 0.096461... Generator Loss: 3.831173 Epoch 5/10... Discriminator Loss: 0.151938... Generator Loss: 2.871263 Epoch 5/10... Discriminator Loss: 5.058768... Generator Loss: 0.062185
Epoch 5/10... Discriminator Loss: 0.337182... Generator Loss: 2.679447 Epoch 5/10... Discriminator Loss: 1.548965... Generator Loss: 7.456790 Epoch 5/10... Discriminator Loss: 3.520997... Generator Loss: 0.127178 Epoch 5/10... Discriminator Loss: 0.467383... Generator Loss: 2.260988 Epoch 5/10... Discriminator Loss: 1.944254... Generator Loss: 0.322526 Epoch 5/10... Discriminator Loss: 0.423302... Generator Loss: 1.948639 Epoch 5/10... Discriminator Loss: 0.219136... Generator Loss: 2.518967 Epoch 5/10... Discriminator Loss: 0.505545... Generator Loss: 1.614292 Epoch 5/10... Discriminator Loss: 0.339647... Generator Loss: 2.377254 Epoch 5/10... Discriminator Loss: 0.203320... Generator Loss: 4.122159
Epoch 5/10... Discriminator Loss: 0.214286... Generator Loss: 2.926592 Epoch 5/10... Discriminator Loss: 0.120581... Generator Loss: 3.352124 Epoch 5/10... Discriminator Loss: 0.146642... Generator Loss: 3.509136 Epoch 5/10... Discriminator Loss: 0.094383... Generator Loss: 4.080994 Epoch 5/10... Discriminator Loss: 0.445870... Generator Loss: 1.836749 Epoch 5/10... Discriminator Loss: 2.632074... Generator Loss: 0.347329 Epoch 5/10... Discriminator Loss: 0.037599... Generator Loss: 4.780372 Epoch 5/10... Discriminator Loss: 0.114812... Generator Loss: 3.333535 Epoch 5/10... Discriminator Loss: 0.069613... Generator Loss: 4.188395 Epoch 5/10... Discriminator Loss: 0.070080... Generator Loss: 4.930568
Epoch 5/10... Discriminator Loss: 0.672658... Generator Loss: 1.069622 Epoch 5/10... Discriminator Loss: 0.732261... Generator Loss: 1.175587 Epoch 5/10... Discriminator Loss: 0.189943... Generator Loss: 3.342910 Epoch 5/10... Discriminator Loss: 0.096378... Generator Loss: 3.895727 Epoch 5/10... Discriminator Loss: 0.207933... Generator Loss: 4.149841 Epoch 5/10... Discriminator Loss: 0.214380... Generator Loss: 2.617042 Epoch 5/10... Discriminator Loss: 0.157389... Generator Loss: 3.042259 Epoch 5/10... Discriminator Loss: 0.188591... Generator Loss: 2.721674 Epoch 5/10... Discriminator Loss: 0.125160... Generator Loss: 3.715738 Epoch 5/10... Discriminator Loss: 0.047647... Generator Loss: 4.367877
Epoch 5/10... Discriminator Loss: 0.119408... Generator Loss: 3.340460 Epoch 5/10... Discriminator Loss: 0.078717... Generator Loss: 3.815450 Epoch 5/10... Discriminator Loss: 0.032922... Generator Loss: 5.059479 Epoch 5/10... Discriminator Loss: 0.159576... Generator Loss: 3.320939 Epoch 5/10... Discriminator Loss: 0.406583... Generator Loss: 1.989036 Epoch 5/10... Discriminator Loss: 0.013277... Generator Loss: 8.043550 Epoch 5/10... Discriminator Loss: 0.054577... Generator Loss: 4.005305 Epoch 5/10... Discriminator Loss: 0.168546... Generator Loss: 2.597080 Epoch 5/10... Discriminator Loss: 0.049791... Generator Loss: 4.530589 Epoch 5/10... Discriminator Loss: 0.068908... Generator Loss: 4.315462
Epoch 5/10... Discriminator Loss: 0.171377... Generator Loss: 5.743293 Epoch 5/10... Discriminator Loss: 0.095101... Generator Loss: 4.714234 Epoch 5/10... Discriminator Loss: 0.120070... Generator Loss: 5.619936 Epoch 5/10... Discriminator Loss: 0.296845... Generator Loss: 2.469496 Epoch 5/10... Discriminator Loss: 1.615050... Generator Loss: 11.749062 Epoch 5/10... Discriminator Loss: 0.213414... Generator Loss: 2.625920 Epoch 5/10... Discriminator Loss: 1.242877... Generator Loss: 1.018497 Epoch 5/10... Discriminator Loss: 0.186710... Generator Loss: 5.813998 Epoch 5/10... Discriminator Loss: 0.139796... Generator Loss: 3.442654 Epoch 5/10... Discriminator Loss: 0.026392... Generator Loss: 5.716400
Epoch 5/10... Discriminator Loss: 0.205259... Generator Loss: 6.585861 Epoch 5/10... Discriminator Loss: 0.048726... Generator Loss: 3.948564 Epoch 5/10... Discriminator Loss: 0.179614... Generator Loss: 2.731693 Epoch 5/10... Discriminator Loss: 2.346269... Generator Loss: 0.280095 Epoch 5/10... Discriminator Loss: 0.079843... Generator Loss: 3.630094 Epoch 5/10... Discriminator Loss: 0.056362... Generator Loss: 7.566027 Epoch 5/10... Discriminator Loss: 0.311435... Generator Loss: 1.783382 Epoch 5/10... Discriminator Loss: 1.107513... Generator Loss: 0.986244 Epoch 5/10... Discriminator Loss: 0.036271... Generator Loss: 4.207627 Epoch 5/10... Discriminator Loss: 0.034061... Generator Loss: 4.964022
Epoch 5/10... Discriminator Loss: 0.850032... Generator Loss: 1.221028 Epoch 5/10... Discriminator Loss: 0.369475... Generator Loss: 1.875832 Epoch 5/10... Discriminator Loss: 0.028894... Generator Loss: 5.661666 Epoch 5/10... Discriminator Loss: 1.458937... Generator Loss: 0.720852 Epoch 5/10... Discriminator Loss: 0.114090... Generator Loss: 2.942424 Epoch 5/10... Discriminator Loss: 0.170863... Generator Loss: 2.858042 Epoch 5/10... Discriminator Loss: 0.271508... Generator Loss: 2.578269 Epoch 5/10... Discriminator Loss: 0.030433... Generator Loss: 5.435390 Epoch 5/10... Discriminator Loss: 0.064282... Generator Loss: 3.719690 Epoch 5/10... Discriminator Loss: 0.110575... Generator Loss: 4.094447
Epoch 5/10... Discriminator Loss: 0.032997... Generator Loss: 5.668584 Epoch 5/10... Discriminator Loss: 0.056331... Generator Loss: 3.915928 Epoch 5/10... Discriminator Loss: 0.087188... Generator Loss: 4.891179 Epoch 5/10... Discriminator Loss: 0.056134... Generator Loss: 4.466946 Epoch 5/10... Discriminator Loss: 0.042600... Generator Loss: 6.699850 Epoch 5/10... Discriminator Loss: 0.270925... Generator Loss: 2.126297 Epoch 5/10... Discriminator Loss: 0.300095... Generator Loss: 2.215564 Epoch 5/10... Discriminator Loss: 0.018768... Generator Loss: 6.103642 Epoch 5/10... Discriminator Loss: 0.019801... Generator Loss: 5.746342 Epoch 5/10... Discriminator Loss: 0.188387... Generator Loss: 2.934583
Epoch 5/10... Discriminator Loss: 0.644874... Generator Loss: 1.238974 Epoch 5/10... Discriminator Loss: 0.303807... Generator Loss: 1.926497 Epoch 5/10... Discriminator Loss: 0.051546... Generator Loss: 5.365773 Epoch 5/10... Discriminator Loss: 0.040703... Generator Loss: 4.921785 Epoch 5/10... Discriminator Loss: 1.704313... Generator Loss: 13.857569 Epoch 5/10... Discriminator Loss: 1.613425... Generator Loss: 1.904566 Epoch 5/10... Discriminator Loss: 0.964448... Generator Loss: 3.652379 Epoch 5/10... Discriminator Loss: 1.525357... Generator Loss: 4.515834 Epoch 5/10... Discriminator Loss: 1.202502... Generator Loss: 6.008578 Epoch 5/10... Discriminator Loss: 0.551957... Generator Loss: 1.714980
Epoch 5/10... Discriminator Loss: 0.664587... Generator Loss: 4.923065 Epoch 5/10... Discriminator Loss: 0.586850... Generator Loss: 1.716004 Epoch 5/10... Discriminator Loss: 0.422171... Generator Loss: 1.807657 Epoch 5/10... Discriminator Loss: 1.288884... Generator Loss: 0.734579 Epoch 5/10... Discriminator Loss: 0.087845... Generator Loss: 7.225063 Epoch 5/10... Discriminator Loss: 0.243263... Generator Loss: 2.177734 Epoch 5/10... Discriminator Loss: 0.160952... Generator Loss: 2.751491 Epoch 5/10... Discriminator Loss: 0.039783... Generator Loss: 4.998775 Epoch 5/10... Discriminator Loss: 4.385201... Generator Loss: 0.057023 Epoch 5/10... Discriminator Loss: 0.484470... Generator Loss: 2.479713
Epoch 5/10... Discriminator Loss: 0.410613... Generator Loss: 2.188273 Epoch 5/10... Discriminator Loss: 0.635073... Generator Loss: 1.611591 Epoch 5/10... Discriminator Loss: 0.803255... Generator Loss: 1.366208 Epoch 5/10... Discriminator Loss: 0.567899... Generator Loss: 1.661936 Epoch 5/10... Discriminator Loss: 0.524685... Generator Loss: 1.773110 Epoch 5/10... Discriminator Loss: 0.088469... Generator Loss: 3.838333 Epoch 5/10... Discriminator Loss: 0.080655... Generator Loss: 4.594535 Epoch 5/10... Discriminator Loss: 0.891036... Generator Loss: 1.231598 Epoch 5/10... Discriminator Loss: 0.053360... Generator Loss: 4.269448 Epoch 5/10... Discriminator Loss: 0.100305... Generator Loss: 3.595918
Epoch 5/10... Discriminator Loss: 0.087057... Generator Loss: 3.621390 Epoch 5/10... Discriminator Loss: 0.614562... Generator Loss: 1.575353 Epoch 5/10... Discriminator Loss: 0.125446... Generator Loss: 3.217038 Epoch 5/10... Discriminator Loss: 0.497332... Generator Loss: 1.593029 Epoch 5/10... Discriminator Loss: 0.043594... Generator Loss: 4.908161 Epoch 5/10... Discriminator Loss: 0.196555... Generator Loss: 2.705499 Epoch 5/10... Discriminator Loss: 0.310665... Generator Loss: 2.162419 Epoch 5/10... Discriminator Loss: 0.099268... Generator Loss: 3.809379 Epoch 5/10... Discriminator Loss: 0.039448... Generator Loss: 5.111537 Epoch 5/10... Discriminator Loss: 0.067401... Generator Loss: 4.212667
Epoch 5/10... Discriminator Loss: 0.076652... Generator Loss: 4.290441 Epoch 5/10... Discriminator Loss: 0.200072... Generator Loss: 2.666991 Epoch 5/10... Discriminator Loss: 0.021651... Generator Loss: 6.998930 Epoch 5/10... Discriminator Loss: 0.217377... Generator Loss: 3.699422 Epoch 5/10... Discriminator Loss: 0.085597... Generator Loss: 4.336616 Epoch 5/10... Discriminator Loss: 1.668986... Generator Loss: 0.516797 Epoch 5/10... Discriminator Loss: 0.313879... Generator Loss: 2.016854 Epoch 5/10... Discriminator Loss: 0.123569... Generator Loss: 3.207017 Epoch 5/10... Discriminator Loss: 0.174095... Generator Loss: 2.562304 Epoch 5/10... Discriminator Loss: 0.063221... Generator Loss: 4.227779
Epoch 5/10... Discriminator Loss: 0.134968... Generator Loss: 3.721805 Epoch 5/10... Discriminator Loss: 0.024011... Generator Loss: 4.780005 Epoch 5/10... Discriminator Loss: 0.046695... Generator Loss: 5.942822 Epoch 5/10... Discriminator Loss: 0.090743... Generator Loss: 3.786812 Epoch 5/10... Discriminator Loss: 0.036675... Generator Loss: 4.634321 Epoch 5/10... Discriminator Loss: 0.237135... Generator Loss: 2.393245 Epoch 5/10... Discriminator Loss: 0.557920... Generator Loss: 1.580683 Epoch 5/10... Discriminator Loss: 0.740209... Generator Loss: 9.699342 Epoch 5/10... Discriminator Loss: 2.991490... Generator Loss: 11.324997 Epoch 5/10... Discriminator Loss: 0.277174... Generator Loss: 2.996995
Epoch 5/10... Discriminator Loss: 1.228700... Generator Loss: 1.061528 Epoch 5/10... Discriminator Loss: 0.433617... Generator Loss: 2.526754 Epoch 5/10... Discriminator Loss: 0.136018... Generator Loss: 3.764482 Epoch 5/10... Discriminator Loss: 0.594318... Generator Loss: 1.656802 Epoch 5/10... Discriminator Loss: 0.098950... Generator Loss: 4.847803 Epoch 5/10... Discriminator Loss: 0.107091... Generator Loss: 3.743139 Epoch 5/10... Discriminator Loss: 0.846601... Generator Loss: 1.135132 Epoch 5/10... Discriminator Loss: 0.224758... Generator Loss: 2.443454 Epoch 5/10... Discriminator Loss: 0.073454... Generator Loss: 4.838703 Epoch 5/10... Discriminator Loss: 0.019834... Generator Loss: 5.164629
Epoch 5/10... Discriminator Loss: 0.047996... Generator Loss: 4.493001 Epoch 5/10... Discriminator Loss: 0.131414... Generator Loss: 4.978999 Epoch 5/10... Discriminator Loss: 0.158120... Generator Loss: 2.927306 Epoch 5/10... Discriminator Loss: 0.245619... Generator Loss: 2.255440 Epoch 5/10... Discriminator Loss: 0.359982... Generator Loss: 2.222919 Epoch 5/10... Discriminator Loss: 0.165920... Generator Loss: 2.609751 Epoch 5/10... Discriminator Loss: 2.453331... Generator Loss: 0.314287 Epoch 5/10... Discriminator Loss: 0.060380... Generator Loss: 4.045549 Epoch 5/10... Discriminator Loss: 0.158419... Generator Loss: 2.587981 Epoch 5/10... Discriminator Loss: 0.133536... Generator Loss: 3.271918
Epoch 5/10... Discriminator Loss: 0.329487... Generator Loss: 2.159507 Epoch 5/10... Discriminator Loss: 0.020647... Generator Loss: 6.809106 Epoch 5/10... Discriminator Loss: 0.148642... Generator Loss: 2.872583 Epoch 5/10... Discriminator Loss: 0.522718... Generator Loss: 1.708366 Epoch 5/10... Discriminator Loss: 0.069231... Generator Loss: 8.756217 Epoch 5/10... Discriminator Loss: 0.203073... Generator Loss: 2.488087 Epoch 5/10... Discriminator Loss: 0.077494... Generator Loss: 4.032681 Epoch 5/10... Discriminator Loss: 0.083545... Generator Loss: 3.598675 Epoch 5/10... Discriminator Loss: 0.120554... Generator Loss: 3.479674 Epoch 5/10... Discriminator Loss: 0.533710... Generator Loss: 1.402098
Epoch 5/10... Discriminator Loss: 0.221656... Generator Loss: 2.550517 Epoch 5/10... Discriminator Loss: 0.412616... Generator Loss: 2.011111 Epoch 5/10... Discriminator Loss: 1.365854... Generator Loss: 7.624668 Epoch 5/10... Discriminator Loss: 0.154837... Generator Loss: 4.076797 Epoch 5/10... Discriminator Loss: 2.564017... Generator Loss: 0.291269 Epoch 5/10... Discriminator Loss: 0.562412... Generator Loss: 1.699998 Epoch 5/10... Discriminator Loss: 0.196594... Generator Loss: 2.922767 Epoch 5/10... Discriminator Loss: 0.052698... Generator Loss: 6.872674 Epoch 5/10... Discriminator Loss: 0.235060... Generator Loss: 2.942260 Epoch 5/10... Discriminator Loss: 0.895271... Generator Loss: 1.142743
Epoch 5/10... Discriminator Loss: 1.681708... Generator Loss: 0.663242 Epoch 5/10... Discriminator Loss: 0.206247... Generator Loss: 2.515859 Epoch 5/10... Discriminator Loss: 0.074193... Generator Loss: 4.324867 Epoch 5/10... Discriminator Loss: 0.388228... Generator Loss: 1.989524 Epoch 5/10... Discriminator Loss: 0.146428... Generator Loss: 3.319395 Epoch 5/10... Discriminator Loss: 0.187462... Generator Loss: 2.803263 Epoch 5/10... Discriminator Loss: 0.096161... Generator Loss: 3.293359 Epoch 5/10... Discriminator Loss: 0.362812... Generator Loss: 1.828468 Epoch 5/10... Discriminator Loss: 0.167601... Generator Loss: 5.006819 Epoch 5/10... Discriminator Loss: 0.023757... Generator Loss: 5.270309
Epoch 5/10... Discriminator Loss: 1.577419... Generator Loss: 0.476797 Epoch 5/10... Discriminator Loss: 0.156135... Generator Loss: 2.802331 Epoch 5/10... Discriminator Loss: 0.330624... Generator Loss: 2.046705 Epoch 5/10... Discriminator Loss: 0.058746... Generator Loss: 5.112907 Epoch 5/10... Discriminator Loss: 0.115311... Generator Loss: 3.612111 Epoch 5/10... Discriminator Loss: 0.394668... Generator Loss: 2.012135 Epoch 5/10... Discriminator Loss: 0.015101... Generator Loss: 7.099932 Epoch 5/10... Discriminator Loss: 3.617871... Generator Loss: 0.253775 Epoch 5/10... Discriminator Loss: 1.735559... Generator Loss: 0.613877 Epoch 5/10... Discriminator Loss: 1.166059... Generator Loss: 1.209163
Epoch 5/10... Discriminator Loss: 2.349149... Generator Loss: 8.100389 Epoch 5/10... Discriminator Loss: 0.154050... Generator Loss: 3.178095 Epoch 5/10... Discriminator Loss: 0.319953... Generator Loss: 5.682350 Epoch 5/10... Discriminator Loss: 0.393109... Generator Loss: 1.768031 Epoch 5/10... Discriminator Loss: 0.031809... Generator Loss: 6.864456 Epoch 5/10... Discriminator Loss: 0.145678... Generator Loss: 5.771879 Epoch 5/10... Discriminator Loss: 0.131915... Generator Loss: 3.076796 Epoch 5/10... Discriminator Loss: 0.133933... Generator Loss: 2.955624 Epoch 5/10... Discriminator Loss: 0.346616... Generator Loss: 2.201856 Epoch 5/10... Discriminator Loss: 0.043274... Generator Loss: 4.153647
Epoch 5/10... Discriminator Loss: 0.673276... Generator Loss: 1.310544 Epoch 5/10... Discriminator Loss: 0.850074... Generator Loss: 8.520613 Epoch 5/10... Discriminator Loss: 0.207368... Generator Loss: 3.372969 Epoch 5/10... Discriminator Loss: 0.028339... Generator Loss: 6.164203 Epoch 5/10... Discriminator Loss: 0.103595... Generator Loss: 5.263205 Epoch 5/10... Discriminator Loss: 0.442481... Generator Loss: 2.020982 Epoch 5/10... Discriminator Loss: 0.137962... Generator Loss: 3.124497 Epoch 5/10... Discriminator Loss: 0.113458... Generator Loss: 3.721163 Epoch 5/10... Discriminator Loss: 0.124882... Generator Loss: 3.113852 Epoch 5/10... Discriminator Loss: 0.050124... Generator Loss: 4.786368
Epoch 5/10... Discriminator Loss: 0.113643... Generator Loss: 3.295170 Epoch 5/10... Discriminator Loss: 0.143810... Generator Loss: 2.862439 Epoch 5/10... Discriminator Loss: 0.056649... Generator Loss: 4.854855 Epoch 5/10... Discriminator Loss: 0.307289... Generator Loss: 1.975428 Epoch 5/10... Discriminator Loss: 0.128781... Generator Loss: 2.928177 Epoch 5/10... Discriminator Loss: 0.055755... Generator Loss: 4.623786 Epoch 5/10... Discriminator Loss: 0.047416... Generator Loss: 4.215714 Epoch 5/10... Discriminator Loss: 0.511244... Generator Loss: 1.408926 Epoch 5/10... Discriminator Loss: 0.221601... Generator Loss: 2.365149 Epoch 5/10... Discriminator Loss: 0.222014... Generator Loss: 2.690718
Epoch 5/10... Discriminator Loss: 2.082621... Generator Loss: 0.765038 Epoch 5/10... Discriminator Loss: 0.668207... Generator Loss: 1.653701 Epoch 5/10... Discriminator Loss: 0.195123... Generator Loss: 3.049641 Epoch 5/10... Discriminator Loss: 0.672200... Generator Loss: 1.475868 Epoch 5/10... Discriminator Loss: 0.029836... Generator Loss: 5.747997 Epoch 5/10... Discriminator Loss: 0.474803... Generator Loss: 2.279607 Epoch 5/10... Discriminator Loss: 0.120844... Generator Loss: 4.673000 Epoch 5/10... Discriminator Loss: 0.018763... Generator Loss: 6.405441 Epoch 5/10... Discriminator Loss: 0.189384... Generator Loss: 3.009086 Epoch 5/10... Discriminator Loss: 0.113719... Generator Loss: 3.769480
Epoch 5/10... Discriminator Loss: 2.386726... Generator Loss: 0.537976 Epoch 5/10... Discriminator Loss: 0.149288... Generator Loss: 5.014864 Epoch 5/10... Discriminator Loss: 0.387376... Generator Loss: 1.906528 Epoch 5/10... Discriminator Loss: 0.068083... Generator Loss: 3.920881 Epoch 5/10... Discriminator Loss: 0.172382... Generator Loss: 5.340771 Epoch 5/10... Discriminator Loss: 0.274547... Generator Loss: 2.330103 Epoch 5/10... Discriminator Loss: 0.006916... Generator Loss: 6.523344 Epoch 5/10... Discriminator Loss: 0.156390... Generator Loss: 3.012223 Epoch 5/10... Discriminator Loss: 0.083159... Generator Loss: 4.158801 Epoch 5/10... Discriminator Loss: 0.059995... Generator Loss: 4.878633
Epoch 5/10... Discriminator Loss: 0.047755... Generator Loss: 4.761239 Epoch 5/10... Discriminator Loss: 0.311254... Generator Loss: 2.341539 Epoch 5/10... Discriminator Loss: 0.214041... Generator Loss: 3.656995 Epoch 5/10... Discriminator Loss: 0.018151... Generator Loss: 7.040986 Epoch 5/10... Discriminator Loss: 0.570676... Generator Loss: 1.792823 Epoch 5/10... Discriminator Loss: 0.526207... Generator Loss: 1.600663 Epoch 5/10... Discriminator Loss: 0.057679... Generator Loss: 4.528650 Epoch 5/10... Discriminator Loss: 0.124053... Generator Loss: 3.507656 Epoch 5/10... Discriminator Loss: 0.810491... Generator Loss: 1.302565 Epoch 5/10... Discriminator Loss: 0.905612... Generator Loss: 1.363219
Epoch 5/10... Discriminator Loss: 0.291440... Generator Loss: 2.128972 Epoch 5/10... Discriminator Loss: 0.026505... Generator Loss: 7.385669 Epoch 5/10... Discriminator Loss: 0.089834... Generator Loss: 3.851232 Epoch 5/10... Discriminator Loss: 0.036827... Generator Loss: 4.862304 Epoch 5/10... Discriminator Loss: 0.969767... Generator Loss: 0.816273 Epoch 6/10... Discriminator Loss: 0.044085... Generator Loss: 4.905873 Epoch 6/10... Discriminator Loss: 0.111523... Generator Loss: 3.883508 Epoch 6/10... Discriminator Loss: 0.021721... Generator Loss: 8.139908 Epoch 6/10... Discriminator Loss: 0.454047... Generator Loss: 1.657425 Epoch 6/10... Discriminator Loss: 0.051571... Generator Loss: 4.544139
Epoch 6/10... Discriminator Loss: 0.372522... Generator Loss: 2.486213 Epoch 6/10... Discriminator Loss: 0.073521... Generator Loss: 8.067267 Epoch 6/10... Discriminator Loss: 0.079889... Generator Loss: 3.944706 Epoch 6/10... Discriminator Loss: 0.076804... Generator Loss: 7.548650 Epoch 6/10... Discriminator Loss: 1.019107... Generator Loss: 1.131317 Epoch 6/10... Discriminator Loss: 0.663521... Generator Loss: 1.680132 Epoch 6/10... Discriminator Loss: 1.854801... Generator Loss: 5.613239 Epoch 6/10... Discriminator Loss: 0.616683... Generator Loss: 2.379288 Epoch 6/10... Discriminator Loss: 0.214375... Generator Loss: 3.966073 Epoch 6/10... Discriminator Loss: 0.420693... Generator Loss: 2.400376
Epoch 6/10... Discriminator Loss: 0.031382... Generator Loss: 6.014412 Epoch 6/10... Discriminator Loss: 0.450604... Generator Loss: 5.943091 Epoch 6/10... Discriminator Loss: 1.062773... Generator Loss: 4.976965 Epoch 6/10... Discriminator Loss: 0.656771... Generator Loss: 1.740484 Epoch 6/10... Discriminator Loss: 0.356450... Generator Loss: 1.979295 Epoch 6/10... Discriminator Loss: 0.458811... Generator Loss: 2.009727 Epoch 6/10... Discriminator Loss: 0.744602... Generator Loss: 1.232598 Epoch 6/10... Discriminator Loss: 0.543234... Generator Loss: 1.718937 Epoch 6/10... Discriminator Loss: 0.047235... Generator Loss: 6.524354 Epoch 6/10... Discriminator Loss: 0.043512... Generator Loss: 5.119956
Epoch 6/10... Discriminator Loss: 0.140589... Generator Loss: 3.908125 Epoch 6/10... Discriminator Loss: 0.257441... Generator Loss: 2.504727 Epoch 6/10... Discriminator Loss: 1.818398... Generator Loss: 0.546843 Epoch 6/10... Discriminator Loss: 0.074541... Generator Loss: 4.115788 Epoch 6/10... Discriminator Loss: 0.164501... Generator Loss: 3.356571 Epoch 6/10... Discriminator Loss: 0.180101... Generator Loss: 4.903152 Epoch 6/10... Discriminator Loss: 0.507862... Generator Loss: 2.100537 Epoch 6/10... Discriminator Loss: 0.319498... Generator Loss: 2.103856 Epoch 6/10... Discriminator Loss: 0.633978... Generator Loss: 1.802238 Epoch 6/10... Discriminator Loss: 0.146398... Generator Loss: 3.187132
Epoch 6/10... Discriminator Loss: 0.059797... Generator Loss: 4.345496 Epoch 6/10... Discriminator Loss: 0.033983... Generator Loss: 5.944226 Epoch 6/10... Discriminator Loss: 0.500221... Generator Loss: 10.448399 Epoch 6/10... Discriminator Loss: 0.253438... Generator Loss: 2.337075 Epoch 6/10... Discriminator Loss: 0.181966... Generator Loss: 2.883374 Epoch 6/10... Discriminator Loss: 1.190392... Generator Loss: 0.620115 Epoch 6/10... Discriminator Loss: 0.011555... Generator Loss: 7.691712 Epoch 6/10... Discriminator Loss: 0.072007... Generator Loss: 4.046762 Epoch 6/10... Discriminator Loss: 0.100070... Generator Loss: 4.054708 Epoch 6/10... Discriminator Loss: 0.046065... Generator Loss: 5.969725
Epoch 6/10... Discriminator Loss: 0.157524... Generator Loss: 3.058483 Epoch 6/10... Discriminator Loss: 0.971540... Generator Loss: 6.774839 Epoch 6/10... Discriminator Loss: 0.318157... Generator Loss: 4.913133 Epoch 6/10... Discriminator Loss: 0.728023... Generator Loss: 1.404108 Epoch 6/10... Discriminator Loss: 0.556385... Generator Loss: 1.661996 Epoch 6/10... Discriminator Loss: 0.594668... Generator Loss: 5.631824 Epoch 6/10... Discriminator Loss: 0.156208... Generator Loss: 7.351640 Epoch 6/10... Discriminator Loss: 0.395952... Generator Loss: 1.767594 Epoch 6/10... Discriminator Loss: 0.110892... Generator Loss: 3.462396 Epoch 6/10... Discriminator Loss: 0.141922... Generator Loss: 3.088224
Epoch 6/10... Discriminator Loss: 0.418655... Generator Loss: 1.763764 Epoch 6/10... Discriminator Loss: 0.106551... Generator Loss: 5.857218 Epoch 6/10... Discriminator Loss: 0.151930... Generator Loss: 2.731046 Epoch 6/10... Discriminator Loss: 0.212436... Generator Loss: 2.749044 Epoch 6/10... Discriminator Loss: 0.141705... Generator Loss: 3.027496 Epoch 6/10... Discriminator Loss: 0.106056... Generator Loss: 3.604879 Epoch 6/10... Discriminator Loss: 0.075330... Generator Loss: 4.343433 Epoch 6/10... Discriminator Loss: 0.164770... Generator Loss: 2.917552 Epoch 6/10... Discriminator Loss: 0.098141... Generator Loss: 3.653167 Epoch 6/10... Discriminator Loss: 0.131146... Generator Loss: 3.441365
Epoch 6/10... Discriminator Loss: 0.132411... Generator Loss: 2.693913 Epoch 6/10... Discriminator Loss: 0.297104... Generator Loss: 2.196651 Epoch 6/10... Discriminator Loss: 0.096190... Generator Loss: 3.545076 Epoch 6/10... Discriminator Loss: 0.519583... Generator Loss: 1.989170 Epoch 6/10... Discriminator Loss: 0.293436... Generator Loss: 1.886436 Epoch 6/10... Discriminator Loss: 1.579826... Generator Loss: 0.559034 Epoch 6/10... Discriminator Loss: 0.062356... Generator Loss: 5.034754 Epoch 6/10... Discriminator Loss: 0.194941... Generator Loss: 2.648055 Epoch 6/10... Discriminator Loss: 0.051499... Generator Loss: 5.576991 Epoch 6/10... Discriminator Loss: 0.011221... Generator Loss: 8.048114
Epoch 6/10... Discriminator Loss: 0.257007... Generator Loss: 2.494614 Epoch 6/10... Discriminator Loss: 0.074099... Generator Loss: 4.699905 Epoch 6/10... Discriminator Loss: 0.050337... Generator Loss: 4.570242 Epoch 6/10... Discriminator Loss: 0.807211... Generator Loss: 1.016822 Epoch 6/10... Discriminator Loss: 0.036029... Generator Loss: 6.676074 Epoch 6/10... Discriminator Loss: 0.072845... Generator Loss: 4.016669 Epoch 6/10... Discriminator Loss: 0.014904... Generator Loss: 6.442214 Epoch 6/10... Discriminator Loss: 0.119300... Generator Loss: 2.866310 Epoch 6/10... Discriminator Loss: 0.119469... Generator Loss: 3.351537 Epoch 6/10... Discriminator Loss: 2.448105... Generator Loss: 6.114454
Epoch 6/10... Discriminator Loss: 1.931464... Generator Loss: 0.530961 Epoch 6/10... Discriminator Loss: 1.146009... Generator Loss: 3.341189 Epoch 6/10... Discriminator Loss: 0.593934... Generator Loss: 3.547416 Epoch 6/10... Discriminator Loss: 0.688206... Generator Loss: 1.297414 Epoch 6/10... Discriminator Loss: 1.250641... Generator Loss: 6.222981 Epoch 6/10... Discriminator Loss: 0.505055... Generator Loss: 4.264599 Epoch 6/10... Discriminator Loss: 0.285348... Generator Loss: 2.556436 Epoch 6/10... Discriminator Loss: 0.235329... Generator Loss: 3.648620 Epoch 6/10... Discriminator Loss: 1.291206... Generator Loss: 6.758944 Epoch 6/10... Discriminator Loss: 0.186257... Generator Loss: 2.776280
Epoch 6/10... Discriminator Loss: 0.226082... Generator Loss: 2.908430 Epoch 6/10... Discriminator Loss: 0.412997... Generator Loss: 3.826188 Epoch 6/10... Discriminator Loss: 0.258722... Generator Loss: 3.130764 Epoch 6/10... Discriminator Loss: 0.507483... Generator Loss: 2.290072 Epoch 6/10... Discriminator Loss: 0.776571... Generator Loss: 1.491313 Epoch 6/10... Discriminator Loss: 0.161821... Generator Loss: 5.307336 Epoch 6/10... Discriminator Loss: 0.338668... Generator Loss: 2.299316 Epoch 6/10... Discriminator Loss: 0.170434... Generator Loss: 2.794810 Epoch 6/10... Discriminator Loss: 0.401842... Generator Loss: 1.970303 Epoch 6/10... Discriminator Loss: 0.236561... Generator Loss: 2.333900
Epoch 6/10... Discriminator Loss: 0.043880... Generator Loss: 4.682131 Epoch 6/10... Discriminator Loss: 0.237157... Generator Loss: 2.433803 Epoch 6/10... Discriminator Loss: 0.750501... Generator Loss: 1.360969 Epoch 6/10... Discriminator Loss: 0.302749... Generator Loss: 2.378468 Epoch 6/10... Discriminator Loss: 1.993064... Generator Loss: 0.448731 Epoch 6/10... Discriminator Loss: 0.219532... Generator Loss: 2.344621 Epoch 6/10... Discriminator Loss: 0.079403... Generator Loss: 3.973061 Epoch 6/10... Discriminator Loss: 0.109065... Generator Loss: 3.194230 Epoch 6/10... Discriminator Loss: 0.184439... Generator Loss: 5.487751 Epoch 6/10... Discriminator Loss: 0.148420... Generator Loss: 3.437354
Epoch 6/10... Discriminator Loss: 0.012199... Generator Loss: 7.073449 Epoch 6/10... Discriminator Loss: 0.163639... Generator Loss: 2.946043 Epoch 6/10... Discriminator Loss: 0.272864... Generator Loss: 2.275203 Epoch 6/10... Discriminator Loss: 0.666085... Generator Loss: 1.171889 Epoch 6/10... Discriminator Loss: 0.051593... Generator Loss: 4.507313 Epoch 6/10... Discriminator Loss: 0.199859... Generator Loss: 3.027781 Epoch 6/10... Discriminator Loss: 0.053674... Generator Loss: 3.861106 Epoch 6/10... Discriminator Loss: 0.629059... Generator Loss: 1.313722 Epoch 6/10... Discriminator Loss: 0.048147... Generator Loss: 4.323915 Epoch 6/10... Discriminator Loss: 0.224441... Generator Loss: 2.669165
Epoch 6/10... Discriminator Loss: 0.029145... Generator Loss: 4.987004 Epoch 6/10... Discriminator Loss: 0.049472... Generator Loss: 5.414024 Epoch 6/10... Discriminator Loss: 0.110935... Generator Loss: 3.312981 Epoch 6/10... Discriminator Loss: 0.620483... Generator Loss: 1.346228 Epoch 6/10... Discriminator Loss: 0.348798... Generator Loss: 3.479176 Epoch 6/10... Discriminator Loss: 0.127549... Generator Loss: 3.316492 Epoch 6/10... Discriminator Loss: 0.190026... Generator Loss: 2.873233 Epoch 6/10... Discriminator Loss: 0.368594... Generator Loss: 2.092524 Epoch 6/10... Discriminator Loss: 0.067123... Generator Loss: 5.300852 Epoch 6/10... Discriminator Loss: 0.118773... Generator Loss: 3.150884
Epoch 6/10... Discriminator Loss: 0.132627... Generator Loss: 3.426586 Epoch 6/10... Discriminator Loss: 0.110367... Generator Loss: 3.596821 Epoch 6/10... Discriminator Loss: 0.188930... Generator Loss: 2.915070 Epoch 6/10... Discriminator Loss: 0.325412... Generator Loss: 1.866120 Epoch 6/10... Discriminator Loss: 0.227800... Generator Loss: 2.491124 Epoch 6/10... Discriminator Loss: 3.531311... Generator Loss: 0.247948 Epoch 6/10... Discriminator Loss: 1.071988... Generator Loss: 5.127735 Epoch 6/10... Discriminator Loss: 0.080943... Generator Loss: 4.767082 Epoch 6/10... Discriminator Loss: 1.853356... Generator Loss: 0.595011 Epoch 6/10... Discriminator Loss: 0.081031... Generator Loss: 3.590684
Epoch 6/10... Discriminator Loss: 0.124881... Generator Loss: 4.600212 Epoch 6/10... Discriminator Loss: 0.247432... Generator Loss: 2.364311 Epoch 6/10... Discriminator Loss: 0.181995... Generator Loss: 2.874520 Epoch 6/10... Discriminator Loss: 0.147235... Generator Loss: 3.148263 Epoch 6/10... Discriminator Loss: 0.052586... Generator Loss: 5.618702 Epoch 6/10... Discriminator Loss: 0.581401... Generator Loss: 1.749345 Epoch 6/10... Discriminator Loss: 0.161197... Generator Loss: 2.920793 Epoch 6/10... Discriminator Loss: 0.141899... Generator Loss: 3.343652 Epoch 6/10... Discriminator Loss: 0.079463... Generator Loss: 4.158687 Epoch 6/10... Discriminator Loss: 0.080648... Generator Loss: 3.229816
Epoch 6/10... Discriminator Loss: 0.091724... Generator Loss: 3.552591 Epoch 6/10... Discriminator Loss: 0.364310... Generator Loss: 7.697049 Epoch 6/10... Discriminator Loss: 0.048034... Generator Loss: 4.974089 Epoch 6/10... Discriminator Loss: 0.440204... Generator Loss: 2.000088 Epoch 6/10... Discriminator Loss: 0.627060... Generator Loss: 8.108532 Epoch 6/10... Discriminator Loss: 0.095845... Generator Loss: 3.781992 Epoch 6/10... Discriminator Loss: 0.124808... Generator Loss: 4.984728 Epoch 6/10... Discriminator Loss: 0.336479... Generator Loss: 2.587437 Epoch 6/10... Discriminator Loss: 0.301514... Generator Loss: 2.868871 Epoch 6/10... Discriminator Loss: 0.171627... Generator Loss: 2.498322
Epoch 6/10... Discriminator Loss: 0.131583... Generator Loss: 3.843685 Epoch 6/10... Discriminator Loss: 0.286825... Generator Loss: 2.516417 Epoch 6/10... Discriminator Loss: 0.033061... Generator Loss: 6.564030 Epoch 6/10... Discriminator Loss: 0.041857... Generator Loss: 6.555037 Epoch 6/10... Discriminator Loss: 0.120730... Generator Loss: 3.222115 Epoch 6/10... Discriminator Loss: 0.131267... Generator Loss: 3.036954 Epoch 6/10... Discriminator Loss: 0.059412... Generator Loss: 6.415360 Epoch 6/10... Discriminator Loss: 0.023440... Generator Loss: 6.530058 Epoch 6/10... Discriminator Loss: 0.103414... Generator Loss: 3.906937 Epoch 6/10... Discriminator Loss: 0.196932... Generator Loss: 2.595324
Epoch 6/10... Discriminator Loss: 0.058545... Generator Loss: 4.237876 Epoch 6/10... Discriminator Loss: 0.032371... Generator Loss: 4.547100 Epoch 6/10... Discriminator Loss: 0.140215... Generator Loss: 3.094138 Epoch 6/10... Discriminator Loss: 0.092573... Generator Loss: 3.972207 Epoch 6/10... Discriminator Loss: 0.028397... Generator Loss: 5.759339 Epoch 6/10... Discriminator Loss: 0.069155... Generator Loss: 3.693944 Epoch 6/10... Discriminator Loss: 0.911740... Generator Loss: 1.139759 Epoch 6/10... Discriminator Loss: 0.107795... Generator Loss: 3.867977 Epoch 6/10... Discriminator Loss: 0.127322... Generator Loss: 3.063721 Epoch 6/10... Discriminator Loss: 2.293533... Generator Loss: 0.370924
Epoch 6/10... Discriminator Loss: 2.836804... Generator Loss: 0.281935 Epoch 6/10... Discriminator Loss: 1.606014... Generator Loss: 0.615544 Epoch 6/10... Discriminator Loss: 0.012456... Generator Loss: 9.407867 Epoch 6/10... Discriminator Loss: 0.165109... Generator Loss: 2.972060 Epoch 6/10... Discriminator Loss: 0.324646... Generator Loss: 2.031956 Epoch 6/10... Discriminator Loss: 0.269632... Generator Loss: 2.188570 Epoch 6/10... Discriminator Loss: 0.225031... Generator Loss: 5.649102 Epoch 6/10... Discriminator Loss: 0.682579... Generator Loss: 1.676310 Epoch 6/10... Discriminator Loss: 0.144688... Generator Loss: 3.362665 Epoch 6/10... Discriminator Loss: 0.037817... Generator Loss: 5.748783
Epoch 6/10... Discriminator Loss: 0.047980... Generator Loss: 4.840949 Epoch 6/10... Discriminator Loss: 0.255916... Generator Loss: 3.517109 Epoch 6/10... Discriminator Loss: 0.128932... Generator Loss: 3.270197 Epoch 6/10... Discriminator Loss: 0.478943... Generator Loss: 2.146358 Epoch 6/10... Discriminator Loss: 0.396693... Generator Loss: 5.228805 Epoch 6/10... Discriminator Loss: 0.091914... Generator Loss: 6.559925 Epoch 6/10... Discriminator Loss: 0.044416... Generator Loss: 4.661205 Epoch 6/10... Discriminator Loss: 0.131012... Generator Loss: 3.354203 Epoch 6/10... Discriminator Loss: 0.037912... Generator Loss: 5.051375 Epoch 6/10... Discriminator Loss: 1.061132... Generator Loss: 1.170234
Epoch 6/10... Discriminator Loss: 0.027300... Generator Loss: 6.735241 Epoch 6/10... Discriminator Loss: 0.272976... Generator Loss: 2.328007 Epoch 6/10... Discriminator Loss: 0.025470... Generator Loss: 5.452028 Epoch 6/10... Discriminator Loss: 0.408245... Generator Loss: 2.007878 Epoch 6/10... Discriminator Loss: 0.023104... Generator Loss: 4.996268 Epoch 6/10... Discriminator Loss: 0.036149... Generator Loss: 9.439038 Epoch 6/10... Discriminator Loss: 0.149100... Generator Loss: 3.448907 Epoch 6/10... Discriminator Loss: 0.127066... Generator Loss: 3.171968 Epoch 6/10... Discriminator Loss: 0.048571... Generator Loss: 4.510689 Epoch 6/10... Discriminator Loss: 0.515127... Generator Loss: 1.471406
Epoch 6/10... Discriminator Loss: 0.708716... Generator Loss: 1.638787 Epoch 6/10... Discriminator Loss: 0.048148... Generator Loss: 5.866661 Epoch 6/10... Discriminator Loss: 0.014588... Generator Loss: 6.472322 Epoch 6/10... Discriminator Loss: 0.094064... Generator Loss: 4.304994 Epoch 6/10... Discriminator Loss: 0.554901... Generator Loss: 1.757471 Epoch 6/10... Discriminator Loss: 0.600587... Generator Loss: 1.146326 Epoch 6/10... Discriminator Loss: 0.060041... Generator Loss: 5.296435 Epoch 6/10... Discriminator Loss: 0.161895... Generator Loss: 2.806575 Epoch 6/10... Discriminator Loss: 0.029777... Generator Loss: 5.986637 Epoch 6/10... Discriminator Loss: 0.281619... Generator Loss: 2.429540
Epoch 6/10... Discriminator Loss: 2.576730... Generator Loss: 0.295981 Epoch 6/10... Discriminator Loss: 1.831425... Generator Loss: 0.536260 Epoch 6/10... Discriminator Loss: 2.090270... Generator Loss: 0.712782 Epoch 6/10... Discriminator Loss: 0.671595... Generator Loss: 1.459554 Epoch 6/10... Discriminator Loss: 0.237829... Generator Loss: 3.270786 Epoch 6/10... Discriminator Loss: 0.204999... Generator Loss: 3.958778 Epoch 6/10... Discriminator Loss: 0.146843... Generator Loss: 3.497290 Epoch 6/10... Discriminator Loss: 0.215030... Generator Loss: 3.292005 Epoch 6/10... Discriminator Loss: 0.470137... Generator Loss: 2.075993 Epoch 6/10... Discriminator Loss: 0.183339... Generator Loss: 3.284488
Epoch 6/10... Discriminator Loss: 0.808174... Generator Loss: 1.377812 Epoch 6/10... Discriminator Loss: 0.417655... Generator Loss: 1.698655 Epoch 6/10... Discriminator Loss: 0.059198... Generator Loss: 4.245117 Epoch 6/10... Discriminator Loss: 0.052730... Generator Loss: 5.372486 Epoch 6/10... Discriminator Loss: 0.083510... Generator Loss: 4.002644 Epoch 6/10... Discriminator Loss: 0.031542... Generator Loss: 5.978823 Epoch 6/10... Discriminator Loss: 0.026884... Generator Loss: 6.361537 Epoch 6/10... Discriminator Loss: 0.069611... Generator Loss: 4.446607 Epoch 6/10... Discriminator Loss: 0.036750... Generator Loss: 5.996382 Epoch 6/10... Discriminator Loss: 0.068117... Generator Loss: 10.160947
Epoch 6/10... Discriminator Loss: 0.193625... Generator Loss: 2.838008 Epoch 6/10... Discriminator Loss: 0.159835... Generator Loss: 3.262683 Epoch 6/10... Discriminator Loss: 0.091095... Generator Loss: 4.273130 Epoch 6/10... Discriminator Loss: 0.188396... Generator Loss: 3.205380 Epoch 6/10... Discriminator Loss: 0.067775... Generator Loss: 4.334156 Epoch 6/10... Discriminator Loss: 0.971169... Generator Loss: 1.440081 Epoch 6/10... Discriminator Loss: 0.183940... Generator Loss: 9.856789 Epoch 6/10... Discriminator Loss: 0.081922... Generator Loss: 4.384378 Epoch 6/10... Discriminator Loss: 0.082502... Generator Loss: 4.281704 Epoch 6/10... Discriminator Loss: 0.280681... Generator Loss: 2.409264
Epoch 6/10... Discriminator Loss: 0.065773... Generator Loss: 4.232820 Epoch 6/10... Discriminator Loss: 0.037101... Generator Loss: 5.531737 Epoch 6/10... Discriminator Loss: 0.056609... Generator Loss: 5.330638 Epoch 6/10... Discriminator Loss: 0.093718... Generator Loss: 3.887641 Epoch 6/10... Discriminator Loss: 0.003073... Generator Loss: 9.561378 Epoch 6/10... Discriminator Loss: 0.029280... Generator Loss: 5.910473 Epoch 6/10... Discriminator Loss: 0.144200... Generator Loss: 3.500567 Epoch 6/10... Discriminator Loss: 0.308141... Generator Loss: 2.204841 Epoch 6/10... Discriminator Loss: 0.386459... Generator Loss: 2.195466 Epoch 6/10... Discriminator Loss: 0.089731... Generator Loss: 4.236778
Epoch 6/10... Discriminator Loss: 0.176572... Generator Loss: 2.622350 Epoch 6/10... Discriminator Loss: 0.105179... Generator Loss: 4.343001 Epoch 6/10... Discriminator Loss: 0.052392... Generator Loss: 4.704505 Epoch 6/10... Discriminator Loss: 0.102118... Generator Loss: 3.663397 Epoch 6/10... Discriminator Loss: 0.169694... Generator Loss: 3.754416 Epoch 6/10... Discriminator Loss: 0.076735... Generator Loss: 3.224943 Epoch 6/10... Discriminator Loss: 3.942041... Generator Loss: 11.369275 Epoch 6/10... Discriminator Loss: 0.564188... Generator Loss: 4.892519 Epoch 6/10... Discriminator Loss: 0.302543... Generator Loss: 2.908858 Epoch 6/10... Discriminator Loss: 0.592161... Generator Loss: 1.890523
Epoch 6/10... Discriminator Loss: 0.256985... Generator Loss: 2.442031 Epoch 6/10... Discriminator Loss: 0.051731... Generator Loss: 5.546116 Epoch 6/10... Discriminator Loss: 0.194839... Generator Loss: 4.404430 Epoch 6/10... Discriminator Loss: 1.535627... Generator Loss: 0.693483 Epoch 6/10... Discriminator Loss: 0.318895... Generator Loss: 2.010035 Epoch 6/10... Discriminator Loss: 0.048776... Generator Loss: 4.681045 Epoch 6/10... Discriminator Loss: 1.342063... Generator Loss: 0.928431 Epoch 6/10... Discriminator Loss: 0.029176... Generator Loss: 5.574123 Epoch 6/10... Discriminator Loss: 0.447972... Generator Loss: 2.319381 Epoch 6/10... Discriminator Loss: 0.028648... Generator Loss: 7.693783
Epoch 6/10... Discriminator Loss: 0.190573... Generator Loss: 2.897616 Epoch 6/10... Discriminator Loss: 0.184490... Generator Loss: 3.058895 Epoch 6/10... Discriminator Loss: 0.121279... Generator Loss: 3.872752 Epoch 6/10... Discriminator Loss: 0.036519... Generator Loss: 5.407682 Epoch 6/10... Discriminator Loss: 0.081158... Generator Loss: 4.482330 Epoch 6/10... Discriminator Loss: 0.529153... Generator Loss: 2.164983 Epoch 6/10... Discriminator Loss: 0.011651... Generator Loss: 7.510349 Epoch 6/10... Discriminator Loss: 0.059488... Generator Loss: 5.370321 Epoch 6/10... Discriminator Loss: 0.043787... Generator Loss: 4.657007 Epoch 6/10... Discriminator Loss: 0.128884... Generator Loss: 3.404307
Epoch 6/10... Discriminator Loss: 0.225019... Generator Loss: 2.321867 Epoch 6/10... Discriminator Loss: 0.054377... Generator Loss: 6.745070 Epoch 6/10... Discriminator Loss: 0.153206... Generator Loss: 2.942453 Epoch 6/10... Discriminator Loss: 0.364643... Generator Loss: 1.731015 Epoch 6/10... Discriminator Loss: 0.056818... Generator Loss: 4.702697 Epoch 6/10... Discriminator Loss: 0.038588... Generator Loss: 4.951336 Epoch 6/10... Discriminator Loss: 0.182723... Generator Loss: 2.689126 Epoch 6/10... Discriminator Loss: 0.140413... Generator Loss: 3.684916 Epoch 6/10... Discriminator Loss: 0.762815... Generator Loss: 1.238902 Epoch 6/10... Discriminator Loss: 0.259636... Generator Loss: 2.801061
Epoch 6/10... Discriminator Loss: 0.433956... Generator Loss: 2.156661 Epoch 6/10... Discriminator Loss: 0.041009... Generator Loss: 4.795929 Epoch 6/10... Discriminator Loss: 0.117810... Generator Loss: 3.837809 Epoch 6/10... Discriminator Loss: 0.013461... Generator Loss: 6.694160 Epoch 6/10... Discriminator Loss: 0.150763... Generator Loss: 3.108836 Epoch 6/10... Discriminator Loss: 0.012034... Generator Loss: 6.847209 Epoch 6/10... Discriminator Loss: 1.778522... Generator Loss: 0.513505 Epoch 6/10... Discriminator Loss: 0.180949... Generator Loss: 5.279359 Epoch 6/10... Discriminator Loss: 0.416206... Generator Loss: 1.978264 Epoch 6/10... Discriminator Loss: 0.059941... Generator Loss: 4.998083
Epoch 6/10... Discriminator Loss: 0.120700... Generator Loss: 3.436815 Epoch 6/10... Discriminator Loss: 0.071319... Generator Loss: 3.845286 Epoch 6/10... Discriminator Loss: 0.204278... Generator Loss: 2.562752 Epoch 6/10... Discriminator Loss: 0.269332... Generator Loss: 2.696812 Epoch 6/10... Discriminator Loss: 0.028683... Generator Loss: 6.351344 Epoch 6/10... Discriminator Loss: 0.091596... Generator Loss: 7.193042 Epoch 6/10... Discriminator Loss: 0.176225... Generator Loss: 2.687102 Epoch 6/10... Discriminator Loss: 0.380575... Generator Loss: 1.878634 Epoch 6/10... Discriminator Loss: 0.674895... Generator Loss: 1.290034 Epoch 6/10... Discriminator Loss: 0.150549... Generator Loss: 10.887528
Epoch 6/10... Discriminator Loss: 0.070962... Generator Loss: 3.827135 Epoch 6/10... Discriminator Loss: 0.078927... Generator Loss: 5.608971 Epoch 6/10... Discriminator Loss: 0.057087... Generator Loss: 4.290694 Epoch 6/10... Discriminator Loss: 0.091014... Generator Loss: 3.063547 Epoch 6/10... Discriminator Loss: 0.173388... Generator Loss: 2.774857 Epoch 6/10... Discriminator Loss: 0.055138... Generator Loss: 6.158824 Epoch 6/10... Discriminator Loss: 0.610997... Generator Loss: 9.165939 Epoch 6/10... Discriminator Loss: 0.018026... Generator Loss: 6.285738 Epoch 6/10... Discriminator Loss: 0.042481... Generator Loss: 6.065364 Epoch 6/10... Discriminator Loss: 0.028450... Generator Loss: 5.458368
Epoch 6/10... Discriminator Loss: 0.149183... Generator Loss: 2.898557 Epoch 6/10... Discriminator Loss: 0.591397... Generator Loss: 1.628962 Epoch 6/10... Discriminator Loss: 0.527973... Generator Loss: 9.576734 Epoch 6/10... Discriminator Loss: 0.270507... Generator Loss: 2.576026 Epoch 6/10... Discriminator Loss: 0.135214... Generator Loss: 3.816016 Epoch 6/10... Discriminator Loss: 3.456059... Generator Loss: 8.585976 Epoch 6/10... Discriminator Loss: 0.247846... Generator Loss: 3.621908 Epoch 6/10... Discriminator Loss: 2.967651... Generator Loss: 0.211594 Epoch 6/10... Discriminator Loss: 1.085451... Generator Loss: 7.071813 Epoch 6/10... Discriminator Loss: 0.132835... Generator Loss: 5.233706
Epoch 6/10... Discriminator Loss: 1.492976... Generator Loss: 8.643148 Epoch 6/10... Discriminator Loss: 0.147152... Generator Loss: 3.154572 Epoch 6/10... Discriminator Loss: 0.290277... Generator Loss: 2.064180 Epoch 6/10... Discriminator Loss: 0.015572... Generator Loss: 7.107717 Epoch 6/10... Discriminator Loss: 0.059653... Generator Loss: 4.276378 Epoch 6/10... Discriminator Loss: 0.534122... Generator Loss: 1.426681 Epoch 6/10... Discriminator Loss: 1.204299... Generator Loss: 0.749820 Epoch 6/10... Discriminator Loss: 0.152103... Generator Loss: 3.061525 Epoch 6/10... Discriminator Loss: 0.029315... Generator Loss: 6.531067 Epoch 6/10... Discriminator Loss: 0.258851... Generator Loss: 2.228726
Epoch 6/10... Discriminator Loss: 0.147550... Generator Loss: 3.262518 Epoch 6/10... Discriminator Loss: 0.114252... Generator Loss: 3.596240 Epoch 6/10... Discriminator Loss: 0.626017... Generator Loss: 1.252062 Epoch 6/10... Discriminator Loss: 0.065230... Generator Loss: 3.639245 Epoch 6/10... Discriminator Loss: 0.512921... Generator Loss: 1.760272 Epoch 6/10... Discriminator Loss: 0.117279... Generator Loss: 3.326102 Epoch 6/10... Discriminator Loss: 0.214868... Generator Loss: 2.174711 Epoch 6/10... Discriminator Loss: 0.083102... Generator Loss: 4.143344 Epoch 6/10... Discriminator Loss: 0.334157... Generator Loss: 2.200951 Epoch 6/10... Discriminator Loss: 0.210377... Generator Loss: 2.840551
Epoch 6/10... Discriminator Loss: 0.121155... Generator Loss: 3.214814 Epoch 6/10... Discriminator Loss: 0.407092... Generator Loss: 1.711237 Epoch 6/10... Discriminator Loss: 0.171147... Generator Loss: 2.812128 Epoch 6/10... Discriminator Loss: 0.141958... Generator Loss: 2.811020 Epoch 6/10... Discriminator Loss: 0.107602... Generator Loss: 3.771889 Epoch 6/10... Discriminator Loss: 0.049632... Generator Loss: 5.645437 Epoch 6/10... Discriminator Loss: 0.218995... Generator Loss: 2.942469 Epoch 6/10... Discriminator Loss: 0.218910... Generator Loss: 2.691794 Epoch 6/10... Discriminator Loss: 0.093592... Generator Loss: 3.220370 Epoch 6/10... Discriminator Loss: 0.325956... Generator Loss: 2.109356
Epoch 6/10... Discriminator Loss: 0.080676... Generator Loss: 4.776294 Epoch 6/10... Discriminator Loss: 0.225692... Generator Loss: 2.162267 Epoch 6/10... Discriminator Loss: 0.117165... Generator Loss: 3.540719 Epoch 6/10... Discriminator Loss: 0.061812... Generator Loss: 4.680922 Epoch 6/10... Discriminator Loss: 0.306727... Generator Loss: 2.537532 Epoch 6/10... Discriminator Loss: 0.016326... Generator Loss: 6.890742 Epoch 6/10... Discriminator Loss: 0.039084... Generator Loss: 4.647017 Epoch 6/10... Discriminator Loss: 0.033465... Generator Loss: 4.906078 Epoch 6/10... Discriminator Loss: 0.094136... Generator Loss: 4.041893 Epoch 6/10... Discriminator Loss: 2.544186... Generator Loss: 7.712086
Epoch 6/10... Discriminator Loss: 1.564554... Generator Loss: 0.884203 Epoch 6/10... Discriminator Loss: 0.218917... Generator Loss: 2.639172 Epoch 6/10... Discriminator Loss: 0.189035... Generator Loss: 2.776978 Epoch 6/10... Discriminator Loss: 0.105808... Generator Loss: 3.861525 Epoch 6/10... Discriminator Loss: 0.399410... Generator Loss: 2.016146 Epoch 6/10... Discriminator Loss: 0.289148... Generator Loss: 2.474711 Epoch 6/10... Discriminator Loss: 0.849995... Generator Loss: 1.347314 Epoch 6/10... Discriminator Loss: 0.415310... Generator Loss: 2.785622 Epoch 6/10... Discriminator Loss: 0.037410... Generator Loss: 7.149152 Epoch 6/10... Discriminator Loss: 0.975227... Generator Loss: 0.938612
Epoch 6/10... Discriminator Loss: 0.135150... Generator Loss: 3.994603 Epoch 6/10... Discriminator Loss: 0.508523... Generator Loss: 1.592913 Epoch 6/10... Discriminator Loss: 0.186521... Generator Loss: 3.110728 Epoch 6/10... Discriminator Loss: 0.072309... Generator Loss: 3.937851 Epoch 6/10... Discriminator Loss: 0.103638... Generator Loss: 4.476245 Epoch 6/10... Discriminator Loss: 0.703121... Generator Loss: 1.192027 Epoch 6/10... Discriminator Loss: 0.114098... Generator Loss: 3.018436 Epoch 6/10... Discriminator Loss: 0.056642... Generator Loss: 3.829874 Epoch 6/10... Discriminator Loss: 0.147336... Generator Loss: 3.168511 Epoch 6/10... Discriminator Loss: 0.041222... Generator Loss: 5.079000
Epoch 7/10... Discriminator Loss: 0.044690... Generator Loss: 4.728796 Epoch 7/10... Discriminator Loss: 0.243956... Generator Loss: 2.299553 Epoch 7/10... Discriminator Loss: 0.027868... Generator Loss: 6.532005 Epoch 7/10... Discriminator Loss: 0.081796... Generator Loss: 3.592916 Epoch 7/10... Discriminator Loss: 0.017106... Generator Loss: 7.115183 Epoch 7/10... Discriminator Loss: 0.060409... Generator Loss: 3.912395 Epoch 7/10... Discriminator Loss: 0.159820... Generator Loss: 2.983905 Epoch 7/10... Discriminator Loss: 0.328696... Generator Loss: 2.388037 Epoch 7/10... Discriminator Loss: 0.198613... Generator Loss: 2.479434 Epoch 7/10... Discriminator Loss: 0.040343... Generator Loss: 4.463632
Epoch 7/10... Discriminator Loss: 0.048012... Generator Loss: 4.228005 Epoch 7/10... Discriminator Loss: 0.060253... Generator Loss: 4.211556 Epoch 7/10... Discriminator Loss: 0.057048... Generator Loss: 4.969639 Epoch 7/10... Discriminator Loss: 0.033998... Generator Loss: 6.252430 Epoch 7/10... Discriminator Loss: 0.008263... Generator Loss: 10.352619 Epoch 7/10... Discriminator Loss: 0.051205... Generator Loss: 3.745583 Epoch 7/10... Discriminator Loss: 0.081943... Generator Loss: 3.743711 Epoch 7/10... Discriminator Loss: 0.034477... Generator Loss: 4.885424 Epoch 7/10... Discriminator Loss: 1.345849... Generator Loss: 0.770138 Epoch 7/10... Discriminator Loss: 0.154805... Generator Loss: 3.213867
Epoch 7/10... Discriminator Loss: 0.020704... Generator Loss: 6.953005 Epoch 7/10... Discriminator Loss: 0.018311... Generator Loss: 7.455261 Epoch 7/10... Discriminator Loss: 0.017952... Generator Loss: 6.716370 Epoch 7/10... Discriminator Loss: 0.507782... Generator Loss: 1.561410 Epoch 7/10... Discriminator Loss: 0.010862... Generator Loss: 6.132074 Epoch 7/10... Discriminator Loss: 5.405849... Generator Loss: 0.033128 Epoch 7/10... Discriminator Loss: 1.230186... Generator Loss: 1.688304 Epoch 7/10... Discriminator Loss: 5.571876... Generator Loss: 0.087610 Epoch 7/10... Discriminator Loss: 0.719323... Generator Loss: 3.242081 Epoch 7/10... Discriminator Loss: 0.563037... Generator Loss: 1.773890
Epoch 7/10... Discriminator Loss: 0.462512... Generator Loss: 3.075436 Epoch 7/10... Discriminator Loss: 0.234700... Generator Loss: 3.331540 Epoch 7/10... Discriminator Loss: 0.780862... Generator Loss: 7.355171 Epoch 7/10... Discriminator Loss: 1.711776... Generator Loss: 1.053280 Epoch 7/10... Discriminator Loss: 1.906748... Generator Loss: 0.684212 Epoch 7/10... Discriminator Loss: 0.249351... Generator Loss: 3.632286 Epoch 7/10... Discriminator Loss: 0.249053... Generator Loss: 2.937777 Epoch 7/10... Discriminator Loss: 0.294104... Generator Loss: 2.112181 Epoch 7/10... Discriminator Loss: 0.418717... Generator Loss: 1.763870 Epoch 7/10... Discriminator Loss: 0.365705... Generator Loss: 1.787972
Epoch 7/10... Discriminator Loss: 0.289511... Generator Loss: 2.550422 Epoch 7/10... Discriminator Loss: 0.255492... Generator Loss: 2.667049 Epoch 7/10... Discriminator Loss: 0.201416... Generator Loss: 3.095881 Epoch 7/10... Discriminator Loss: 0.740258... Generator Loss: 1.427673 Epoch 7/10... Discriminator Loss: 0.279169... Generator Loss: 2.221268 Epoch 7/10... Discriminator Loss: 0.168257... Generator Loss: 2.944564 Epoch 7/10... Discriminator Loss: 1.290004... Generator Loss: 0.984403 Epoch 7/10... Discriminator Loss: 0.165221... Generator Loss: 2.808346 Epoch 7/10... Discriminator Loss: 0.142354... Generator Loss: 3.572825 Epoch 7/10... Discriminator Loss: 0.091435... Generator Loss: 3.764502
Epoch 7/10... Discriminator Loss: 0.031036... Generator Loss: 4.915833 Epoch 7/10... Discriminator Loss: 0.196706... Generator Loss: 3.510548 Epoch 7/10... Discriminator Loss: 0.126310... Generator Loss: 3.639549 Epoch 7/10... Discriminator Loss: 0.848417... Generator Loss: 1.437305 Epoch 7/10... Discriminator Loss: 0.024774... Generator Loss: 5.433672 Epoch 7/10... Discriminator Loss: 1.366833... Generator Loss: 0.864542 Epoch 7/10... Discriminator Loss: 0.546011... Generator Loss: 1.882719 Epoch 7/10... Discriminator Loss: 0.029876... Generator Loss: 6.532913 Epoch 7/10... Discriminator Loss: 0.105159... Generator Loss: 3.541819 Epoch 7/10... Discriminator Loss: 0.185733... Generator Loss: 2.965999
Epoch 7/10... Discriminator Loss: 0.460868... Generator Loss: 1.566742 Epoch 7/10... Discriminator Loss: 0.310132... Generator Loss: 2.008119 Epoch 7/10... Discriminator Loss: 0.258001... Generator Loss: 7.682326 Epoch 7/10... Discriminator Loss: 0.171904... Generator Loss: 3.874373 Epoch 7/10... Discriminator Loss: 0.271856... Generator Loss: 2.904274 Epoch 7/10... Discriminator Loss: 0.189883... Generator Loss: 3.171361 Epoch 7/10... Discriminator Loss: 0.147829... Generator Loss: 7.746223 Epoch 7/10... Discriminator Loss: 1.126661... Generator Loss: 1.277585 Epoch 7/10... Discriminator Loss: 0.097964... Generator Loss: 3.568283 Epoch 7/10... Discriminator Loss: 0.047744... Generator Loss: 5.208384
Epoch 7/10... Discriminator Loss: 0.084344... Generator Loss: 4.894550 Epoch 7/10... Discriminator Loss: 0.104691... Generator Loss: 3.814201 Epoch 7/10... Discriminator Loss: 0.969859... Generator Loss: 1.042473 Epoch 7/10... Discriminator Loss: 0.207851... Generator Loss: 2.451426 Epoch 7/10... Discriminator Loss: 0.202109... Generator Loss: 4.798081 Epoch 7/10... Discriminator Loss: 0.197365... Generator Loss: 2.674123 Epoch 7/10... Discriminator Loss: 0.097950... Generator Loss: 3.825481 Epoch 7/10... Discriminator Loss: 0.345695... Generator Loss: 7.405493 Epoch 7/10... Discriminator Loss: 0.103672... Generator Loss: 3.676023 Epoch 7/10... Discriminator Loss: 0.095481... Generator Loss: 3.734786
Epoch 7/10... Discriminator Loss: 1.052315... Generator Loss: 1.663547 Epoch 7/10... Discriminator Loss: 0.005665... Generator Loss: 8.155165 Epoch 7/10... Discriminator Loss: 0.391665... Generator Loss: 2.069452 Epoch 7/10... Discriminator Loss: 0.045934... Generator Loss: 5.192426 Epoch 7/10... Discriminator Loss: 0.338103... Generator Loss: 2.239015 Epoch 7/10... Discriminator Loss: 0.369209... Generator Loss: 2.416566 Epoch 7/10... Discriminator Loss: 0.165164... Generator Loss: 2.596370 Epoch 7/10... Discriminator Loss: 0.045135... Generator Loss: 8.977389 Epoch 7/10... Discriminator Loss: 0.031342... Generator Loss: 4.850121 Epoch 7/10... Discriminator Loss: 0.361221... Generator Loss: 1.958676
Epoch 7/10... Discriminator Loss: 0.252208... Generator Loss: 2.215349 Epoch 7/10... Discriminator Loss: 0.396821... Generator Loss: 1.771756 Epoch 7/10... Discriminator Loss: 0.056820... Generator Loss: 4.474759 Epoch 7/10... Discriminator Loss: 4.117858... Generator Loss: 0.154278 Epoch 7/10... Discriminator Loss: 0.134468... Generator Loss: 2.951298 Epoch 7/10... Discriminator Loss: 0.317449... Generator Loss: 2.136387 Epoch 7/10... Discriminator Loss: 0.238137... Generator Loss: 2.999330 Epoch 7/10... Discriminator Loss: 0.201826... Generator Loss: 2.850531 Epoch 7/10... Discriminator Loss: 0.029306... Generator Loss: 4.850917 Epoch 7/10... Discriminator Loss: 0.310020... Generator Loss: 1.982821
Epoch 7/10... Discriminator Loss: 0.468806... Generator Loss: 1.691582 Epoch 7/10... Discriminator Loss: 0.122279... Generator Loss: 3.323122 Epoch 7/10... Discriminator Loss: 0.222315... Generator Loss: 2.516497 Epoch 7/10... Discriminator Loss: 0.154355... Generator Loss: 3.476201 Epoch 7/10... Discriminator Loss: 0.029492... Generator Loss: 5.333413 Epoch 7/10... Discriminator Loss: 0.060330... Generator Loss: 5.020050 Epoch 7/10... Discriminator Loss: 0.568347... Generator Loss: 1.537627 Epoch 7/10... Discriminator Loss: 0.111698... Generator Loss: 3.529931 Epoch 7/10... Discriminator Loss: 0.076624... Generator Loss: 3.970914 Epoch 7/10... Discriminator Loss: 0.197982... Generator Loss: 2.960652
Epoch 7/10... Discriminator Loss: 0.252143... Generator Loss: 2.364516 Epoch 7/10... Discriminator Loss: 0.108620... Generator Loss: 3.413841 Epoch 7/10... Discriminator Loss: 0.055610... Generator Loss: 4.354469 Epoch 7/10... Discriminator Loss: 1.827069... Generator Loss: 0.465034 Epoch 7/10... Discriminator Loss: 0.038349... Generator Loss: 5.875845 Epoch 7/10... Discriminator Loss: 0.374752... Generator Loss: 1.839377 Epoch 7/10... Discriminator Loss: 0.020654... Generator Loss: 5.368170 Epoch 7/10... Discriminator Loss: 0.127184... Generator Loss: 3.115527 Epoch 7/10... Discriminator Loss: 0.147853... Generator Loss: 3.276392 Epoch 7/10... Discriminator Loss: 0.082324... Generator Loss: 3.763974
Epoch 7/10... Discriminator Loss: 0.267852... Generator Loss: 2.515924 Epoch 7/10... Discriminator Loss: 0.276743... Generator Loss: 2.044109 Epoch 7/10... Discriminator Loss: 0.044899... Generator Loss: 4.509758 Epoch 7/10... Discriminator Loss: 0.159142... Generator Loss: 2.793731 Epoch 7/10... Discriminator Loss: 0.022239... Generator Loss: 5.856353 Epoch 7/10... Discriminator Loss: 0.081450... Generator Loss: 3.723444 Epoch 7/10... Discriminator Loss: 0.055322... Generator Loss: 5.025972 Epoch 7/10... Discriminator Loss: 0.078840... Generator Loss: 3.823020 Epoch 7/10... Discriminator Loss: 0.605040... Generator Loss: 1.775980 Epoch 7/10... Discriminator Loss: 0.171112... Generator Loss: 5.249434
Epoch 7/10... Discriminator Loss: 0.358345... Generator Loss: 3.428327 Epoch 7/10... Discriminator Loss: 1.379266... Generator Loss: 8.398643 Epoch 7/10... Discriminator Loss: 0.833473... Generator Loss: 1.492625 Epoch 7/10... Discriminator Loss: 0.509260... Generator Loss: 2.036103 Epoch 7/10... Discriminator Loss: 0.316117... Generator Loss: 2.367507 Epoch 7/10... Discriminator Loss: 0.240876... Generator Loss: 3.423176 Epoch 7/10... Discriminator Loss: 0.327207... Generator Loss: 2.327648 Epoch 7/10... Discriminator Loss: 0.736319... Generator Loss: 1.364121 Epoch 7/10... Discriminator Loss: 0.040074... Generator Loss: 4.766980 Epoch 7/10... Discriminator Loss: 0.120545... Generator Loss: 3.112441
Epoch 7/10... Discriminator Loss: 0.251445... Generator Loss: 3.213827 Epoch 7/10... Discriminator Loss: 0.416754... Generator Loss: 2.119888 Epoch 7/10... Discriminator Loss: 0.158474... Generator Loss: 7.921774 Epoch 7/10... Discriminator Loss: 0.150741... Generator Loss: 3.103556 Epoch 7/10... Discriminator Loss: 0.076519... Generator Loss: 3.765898 Epoch 7/10... Discriminator Loss: 0.091511... Generator Loss: 3.875162 Epoch 7/10... Discriminator Loss: 0.201056... Generator Loss: 2.666289 Epoch 7/10... Discriminator Loss: 0.351896... Generator Loss: 2.065185 Epoch 7/10... Discriminator Loss: 0.143014... Generator Loss: 3.676242 Epoch 7/10... Discriminator Loss: 0.134404... Generator Loss: 3.172445
Epoch 7/10... Discriminator Loss: 0.354837... Generator Loss: 1.729390 Epoch 7/10... Discriminator Loss: 0.129642... Generator Loss: 3.237853 Epoch 7/10... Discriminator Loss: 0.094592... Generator Loss: 3.088721 Epoch 7/10... Discriminator Loss: 0.425582... Generator Loss: 1.752547 Epoch 7/10... Discriminator Loss: 0.820592... Generator Loss: 1.295800 Epoch 7/10... Discriminator Loss: 0.033679... Generator Loss: 4.882915 Epoch 7/10... Discriminator Loss: 0.439717... Generator Loss: 1.819806 Epoch 7/10... Discriminator Loss: 0.106269... Generator Loss: 4.043566 Epoch 7/10... Discriminator Loss: 0.177023... Generator Loss: 3.422822 Epoch 7/10... Discriminator Loss: 0.112561... Generator Loss: 4.698594
Epoch 7/10... Discriminator Loss: 0.097342... Generator Loss: 3.363221 Epoch 7/10... Discriminator Loss: 0.352662... Generator Loss: 2.169709 Epoch 7/10... Discriminator Loss: 1.404584... Generator Loss: 1.177007 Epoch 7/10... Discriminator Loss: 0.272958... Generator Loss: 4.199190 Epoch 7/10... Discriminator Loss: 2.560112... Generator Loss: 0.259695 Epoch 7/10... Discriminator Loss: 0.171474... Generator Loss: 3.269845 Epoch 7/10... Discriminator Loss: 0.685454... Generator Loss: 8.551725 Epoch 7/10... Discriminator Loss: 0.056174... Generator Loss: 4.178230 Epoch 7/10... Discriminator Loss: 0.777110... Generator Loss: 1.515810 Epoch 7/10... Discriminator Loss: 0.966955... Generator Loss: 1.126726
Epoch 7/10... Discriminator Loss: 0.127470... Generator Loss: 3.517817 Epoch 7/10... Discriminator Loss: 0.569409... Generator Loss: 1.731891 Epoch 7/10... Discriminator Loss: 0.060118... Generator Loss: 4.489419 Epoch 7/10... Discriminator Loss: 0.124817... Generator Loss: 4.908503 Epoch 7/10... Discriminator Loss: 0.083564... Generator Loss: 4.065663 Epoch 7/10... Discriminator Loss: 0.272007... Generator Loss: 3.633215 Epoch 7/10... Discriminator Loss: 0.174098... Generator Loss: 2.724133 Epoch 7/10... Discriminator Loss: 0.048279... Generator Loss: 4.833176 Epoch 7/10... Discriminator Loss: 0.029367... Generator Loss: 7.411085 Epoch 7/10... Discriminator Loss: 0.105342... Generator Loss: 3.371631
Epoch 7/10... Discriminator Loss: 0.012361... Generator Loss: 8.448496 Epoch 7/10... Discriminator Loss: 0.347914... Generator Loss: 3.053979 Epoch 7/10... Discriminator Loss: 4.483392... Generator Loss: 10.170244 Epoch 7/10... Discriminator Loss: 1.371198... Generator Loss: 1.176866 Epoch 7/10... Discriminator Loss: 1.298751... Generator Loss: 1.271507 Epoch 7/10... Discriminator Loss: 0.326925... Generator Loss: 2.367598 Epoch 7/10... Discriminator Loss: 0.351080... Generator Loss: 2.512804 Epoch 7/10... Discriminator Loss: 0.045929... Generator Loss: 5.337563 Epoch 7/10... Discriminator Loss: 0.217519... Generator Loss: 2.716204 Epoch 7/10... Discriminator Loss: 0.174186... Generator Loss: 3.485011
Epoch 7/10... Discriminator Loss: 0.748381... Generator Loss: 1.300629 Epoch 7/10... Discriminator Loss: 0.139208... Generator Loss: 3.103992 Epoch 7/10... Discriminator Loss: 0.124951... Generator Loss: 3.790179 Epoch 7/10... Discriminator Loss: 0.174229... Generator Loss: 3.026590 Epoch 7/10... Discriminator Loss: 0.085477... Generator Loss: 4.674289 Epoch 7/10... Discriminator Loss: 0.345049... Generator Loss: 2.152251 Epoch 7/10... Discriminator Loss: 0.028637... Generator Loss: 6.618019 Epoch 7/10... Discriminator Loss: 0.093715... Generator Loss: 3.499685 Epoch 7/10... Discriminator Loss: 0.212775... Generator Loss: 2.436189 Epoch 7/10... Discriminator Loss: 0.212111... Generator Loss: 2.528126
Epoch 7/10... Discriminator Loss: 0.147092... Generator Loss: 2.978747 Epoch 7/10... Discriminator Loss: 0.061199... Generator Loss: 4.155937 Epoch 7/10... Discriminator Loss: 0.127706... Generator Loss: 3.216907 Epoch 7/10... Discriminator Loss: 0.118195... Generator Loss: 3.263176 Epoch 7/10... Discriminator Loss: 0.063662... Generator Loss: 4.157319 Epoch 7/10... Discriminator Loss: 1.103754... Generator Loss: 0.982467 Epoch 7/10... Discriminator Loss: 0.021135... Generator Loss: 8.603037 Epoch 7/10... Discriminator Loss: 0.109074... Generator Loss: 3.163965 Epoch 7/10... Discriminator Loss: 0.671367... Generator Loss: 1.271281 Epoch 7/10... Discriminator Loss: 0.141607... Generator Loss: 3.324628
Epoch 7/10... Discriminator Loss: 0.025428... Generator Loss: 5.023691 Epoch 7/10... Discriminator Loss: 0.383836... Generator Loss: 1.967561 Epoch 7/10... Discriminator Loss: 0.165403... Generator Loss: 3.086405 Epoch 7/10... Discriminator Loss: 0.515865... Generator Loss: 1.882925 Epoch 7/10... Discriminator Loss: 0.751995... Generator Loss: 1.243559 Epoch 7/10... Discriminator Loss: 0.022234... Generator Loss: 5.272572 Epoch 7/10... Discriminator Loss: 0.110106... Generator Loss: 3.284526 Epoch 7/10... Discriminator Loss: 0.274957... Generator Loss: 2.031819 Epoch 7/10... Discriminator Loss: 0.272999... Generator Loss: 5.882498 Epoch 7/10... Discriminator Loss: 0.790779... Generator Loss: 1.487750
Epoch 7/10... Discriminator Loss: 0.755624... Generator Loss: 1.346229 Epoch 7/10... Discriminator Loss: 0.207787... Generator Loss: 2.868714 Epoch 7/10... Discriminator Loss: 0.188001... Generator Loss: 2.720808 Epoch 7/10... Discriminator Loss: 0.210145... Generator Loss: 2.556695 Epoch 7/10... Discriminator Loss: 0.169462... Generator Loss: 6.665380 Epoch 7/10... Discriminator Loss: 0.009972... Generator Loss: 7.648018 Epoch 7/10... Discriminator Loss: 0.087863... Generator Loss: 3.920796 Epoch 7/10... Discriminator Loss: 0.170949... Generator Loss: 2.622864 Epoch 7/10... Discriminator Loss: 4.671422... Generator Loss: 0.490473 Epoch 7/10... Discriminator Loss: 0.778372... Generator Loss: 4.575900
Epoch 7/10... Discriminator Loss: 0.659075... Generator Loss: 1.546505 Epoch 7/10... Discriminator Loss: 0.262491... Generator Loss: 3.332329 Epoch 7/10... Discriminator Loss: 0.688206... Generator Loss: 1.472559 Epoch 7/10... Discriminator Loss: 0.121050... Generator Loss: 4.894584 Epoch 7/10... Discriminator Loss: 0.427315... Generator Loss: 4.543230 Epoch 7/10... Discriminator Loss: 1.071591... Generator Loss: 1.336039 Epoch 7/10... Discriminator Loss: 0.087465... Generator Loss: 4.056423 Epoch 7/10... Discriminator Loss: 1.432725... Generator Loss: 5.916453 Epoch 7/10... Discriminator Loss: 0.607645... Generator Loss: 1.548212 Epoch 7/10... Discriminator Loss: 1.007743... Generator Loss: 1.091398
Epoch 7/10... Discriminator Loss: 0.349059... Generator Loss: 3.861531 Epoch 7/10... Discriminator Loss: 0.375095... Generator Loss: 1.991316 Epoch 7/10... Discriminator Loss: 0.183883... Generator Loss: 3.130165 Epoch 7/10... Discriminator Loss: 0.426943... Generator Loss: 1.916113 Epoch 7/10... Discriminator Loss: 0.321040... Generator Loss: 2.149290 Epoch 7/10... Discriminator Loss: 0.375252... Generator Loss: 2.275896 Epoch 7/10... Discriminator Loss: 0.089740... Generator Loss: 3.903355 Epoch 7/10... Discriminator Loss: 0.157432... Generator Loss: 3.915223 Epoch 7/10... Discriminator Loss: 0.191143... Generator Loss: 2.980246 Epoch 7/10... Discriminator Loss: 0.175417... Generator Loss: 2.653675
Epoch 7/10... Discriminator Loss: 0.811638... Generator Loss: 1.182728 Epoch 7/10... Discriminator Loss: 0.400973... Generator Loss: 11.565313 Epoch 7/10... Discriminator Loss: 0.145405... Generator Loss: 3.539800 Epoch 7/10... Discriminator Loss: 0.039386... Generator Loss: 4.814103 Epoch 7/10... Discriminator Loss: 0.125454... Generator Loss: 3.466304 Epoch 7/10... Discriminator Loss: 0.424897... Generator Loss: 6.455646 Epoch 7/10... Discriminator Loss: 0.069434... Generator Loss: 4.859197 Epoch 7/10... Discriminator Loss: 0.351448... Generator Loss: 2.188571 Epoch 7/10... Discriminator Loss: 0.024096... Generator Loss: 5.672258 Epoch 7/10... Discriminator Loss: 0.083840... Generator Loss: 3.825095
Epoch 7/10... Discriminator Loss: 0.257694... Generator Loss: 2.460745 Epoch 7/10... Discriminator Loss: 0.098473... Generator Loss: 3.999048 Epoch 7/10... Discriminator Loss: 0.234802... Generator Loss: 3.171574 Epoch 7/10... Discriminator Loss: 0.953593... Generator Loss: 1.043339 Epoch 7/10... Discriminator Loss: 0.073230... Generator Loss: 4.264645 Epoch 7/10... Discriminator Loss: 0.618853... Generator Loss: 1.488135 Epoch 7/10... Discriminator Loss: 0.059739... Generator Loss: 4.224418 Epoch 7/10... Discriminator Loss: 0.092870... Generator Loss: 3.604038 Epoch 7/10... Discriminator Loss: 0.273580... Generator Loss: 2.208420 Epoch 7/10... Discriminator Loss: 0.269397... Generator Loss: 2.635238
Epoch 7/10... Discriminator Loss: 1.838786... Generator Loss: 0.647446 Epoch 7/10... Discriminator Loss: 0.423727... Generator Loss: 2.199630 Epoch 7/10... Discriminator Loss: 0.112185... Generator Loss: 3.948959 Epoch 7/10... Discriminator Loss: 0.072625... Generator Loss: 4.308711 Epoch 7/10... Discriminator Loss: 0.037711... Generator Loss: 4.849208 Epoch 7/10... Discriminator Loss: 0.037825... Generator Loss: 9.795037 Epoch 7/10... Discriminator Loss: 0.041709... Generator Loss: 4.231255 Epoch 7/10... Discriminator Loss: 0.009028... Generator Loss: 7.768508 Epoch 7/10... Discriminator Loss: 0.102872... Generator Loss: 5.674279 Epoch 7/10... Discriminator Loss: 0.071927... Generator Loss: 4.391105
Epoch 7/10... Discriminator Loss: 2.037625... Generator Loss: 0.439687 Epoch 7/10... Discriminator Loss: 0.240059... Generator Loss: 2.760416 Epoch 7/10... Discriminator Loss: 0.337449... Generator Loss: 2.053077 Epoch 7/10... Discriminator Loss: 0.365817... Generator Loss: 2.225979 Epoch 7/10... Discriminator Loss: 0.089598... Generator Loss: 3.430099 Epoch 7/10... Discriminator Loss: 0.035551... Generator Loss: 4.561147 Epoch 7/10... Discriminator Loss: 0.023783... Generator Loss: 6.552185 Epoch 7/10... Discriminator Loss: 0.229838... Generator Loss: 2.722847 Epoch 7/10... Discriminator Loss: 0.032855... Generator Loss: 4.911502 Epoch 7/10... Discriminator Loss: 0.216739... Generator Loss: 2.505744
Epoch 7/10... Discriminator Loss: 0.147035... Generator Loss: 3.076983 Epoch 7/10... Discriminator Loss: 0.777538... Generator Loss: 0.963917 Epoch 7/10... Discriminator Loss: 0.089815... Generator Loss: 6.493274 Epoch 7/10... Discriminator Loss: 0.012177... Generator Loss: 6.525491 Epoch 7/10... Discriminator Loss: 3.137086... Generator Loss: 0.238126 Epoch 7/10... Discriminator Loss: 2.448508... Generator Loss: 0.591037 Epoch 7/10... Discriminator Loss: 0.635049... Generator Loss: 1.778342 Epoch 7/10... Discriminator Loss: 0.428920... Generator Loss: 2.247350 Epoch 7/10... Discriminator Loss: 0.831719... Generator Loss: 1.192929 Epoch 7/10... Discriminator Loss: 0.179486... Generator Loss: 3.210700
Epoch 7/10... Discriminator Loss: 0.376856... Generator Loss: 1.804687 Epoch 7/10... Discriminator Loss: 0.031233... Generator Loss: 6.807626 Epoch 7/10... Discriminator Loss: 0.189461... Generator Loss: 3.542467 Epoch 7/10... Discriminator Loss: 0.034280... Generator Loss: 5.262043 Epoch 7/10... Discriminator Loss: 0.028915... Generator Loss: 6.078443 Epoch 7/10... Discriminator Loss: 0.381551... Generator Loss: 1.831850 Epoch 7/10... Discriminator Loss: 0.128049... Generator Loss: 3.185193 Epoch 7/10... Discriminator Loss: 0.055855... Generator Loss: 4.579364 Epoch 7/10... Discriminator Loss: 0.093224... Generator Loss: 3.843297 Epoch 7/10... Discriminator Loss: 0.069125... Generator Loss: 4.034298
Epoch 7/10... Discriminator Loss: 0.313343... Generator Loss: 2.338200 Epoch 7/10... Discriminator Loss: 0.336519... Generator Loss: 2.167974 Epoch 7/10... Discriminator Loss: 0.155679... Generator Loss: 3.411071 Epoch 7/10... Discriminator Loss: 0.052159... Generator Loss: 6.534327 Epoch 7/10... Discriminator Loss: 0.270291... Generator Loss: 2.499198 Epoch 7/10... Discriminator Loss: 0.972241... Generator Loss: 0.912435 Epoch 7/10... Discriminator Loss: 0.135973... Generator Loss: 3.724617 Epoch 7/10... Discriminator Loss: 0.127378... Generator Loss: 2.947051 Epoch 7/10... Discriminator Loss: 0.098982... Generator Loss: 3.961626 Epoch 7/10... Discriminator Loss: 0.149989... Generator Loss: 8.717596
Epoch 7/10... Discriminator Loss: 0.563455... Generator Loss: 1.861266 Epoch 7/10... Discriminator Loss: 0.028880... Generator Loss: 7.566908 Epoch 7/10... Discriminator Loss: 0.090171... Generator Loss: 4.424864 Epoch 7/10... Discriminator Loss: 0.023060... Generator Loss: 5.601777 Epoch 7/10... Discriminator Loss: 0.083319... Generator Loss: 4.079766 Epoch 7/10... Discriminator Loss: 0.289591... Generator Loss: 2.286459 Epoch 7/10... Discriminator Loss: 0.797213... Generator Loss: 1.291170 Epoch 7/10... Discriminator Loss: 0.145995... Generator Loss: 2.876422 Epoch 7/10... Discriminator Loss: 0.013585... Generator Loss: 5.779171 Epoch 7/10... Discriminator Loss: 0.073756... Generator Loss: 5.946850
Epoch 7/10... Discriminator Loss: 0.419351... Generator Loss: 8.673735 Epoch 7/10... Discriminator Loss: 0.290759... Generator Loss: 2.481142 Epoch 7/10... Discriminator Loss: 0.038443... Generator Loss: 7.751486 Epoch 7/10... Discriminator Loss: 0.129347... Generator Loss: 2.648719 Epoch 7/10... Discriminator Loss: 0.084267... Generator Loss: 3.529006 Epoch 7/10... Discriminator Loss: 0.019748... Generator Loss: 7.933499 Epoch 7/10... Discriminator Loss: 0.070774... Generator Loss: 4.237424 Epoch 7/10... Discriminator Loss: 0.180375... Generator Loss: 3.094596 Epoch 7/10... Discriminator Loss: 0.639715... Generator Loss: 1.615213 Epoch 7/10... Discriminator Loss: 0.870377... Generator Loss: 1.434857
Epoch 7/10... Discriminator Loss: 0.076558... Generator Loss: 4.634260 Epoch 7/10... Discriminator Loss: 3.708291... Generator Loss: 0.223874 Epoch 7/10... Discriminator Loss: 0.134124... Generator Loss: 3.083468 Epoch 7/10... Discriminator Loss: 0.067499... Generator Loss: 3.919173 Epoch 7/10... Discriminator Loss: 0.315647... Generator Loss: 2.321185 Epoch 7/10... Discriminator Loss: 0.217934... Generator Loss: 3.058882 Epoch 7/10... Discriminator Loss: 0.147806... Generator Loss: 5.376811 Epoch 7/10... Discriminator Loss: 0.118607... Generator Loss: 3.654960 Epoch 7/10... Discriminator Loss: 0.070913... Generator Loss: 4.125472 Epoch 7/10... Discriminator Loss: 0.075004... Generator Loss: 3.673303
Epoch 7/10... Discriminator Loss: 0.380907... Generator Loss: 2.083475 Epoch 7/10... Discriminator Loss: 0.144308... Generator Loss: 3.235751 Epoch 7/10... Discriminator Loss: 0.030891... Generator Loss: 6.239742 Epoch 7/10... Discriminator Loss: 0.032028... Generator Loss: 5.748092 Epoch 7/10... Discriminator Loss: 2.200588... Generator Loss: 0.510627 Epoch 7/10... Discriminator Loss: 0.260754... Generator Loss: 5.506010 Epoch 7/10... Discriminator Loss: 0.103586... Generator Loss: 5.471389 Epoch 7/10... Discriminator Loss: 0.314023... Generator Loss: 2.596763 Epoch 7/10... Discriminator Loss: 0.692935... Generator Loss: 1.475431 Epoch 7/10... Discriminator Loss: 0.058594... Generator Loss: 4.294616
Epoch 7/10... Discriminator Loss: 0.193119... Generator Loss: 2.800239 Epoch 7/10... Discriminator Loss: 0.348482... Generator Loss: 2.127930 Epoch 7/10... Discriminator Loss: 0.151077... Generator Loss: 3.418861 Epoch 7/10... Discriminator Loss: 0.269128... Generator Loss: 2.526530 Epoch 7/10... Discriminator Loss: 0.117681... Generator Loss: 4.055523 Epoch 7/10... Discriminator Loss: 0.154992... Generator Loss: 2.709656 Epoch 7/10... Discriminator Loss: 0.020759... Generator Loss: 5.618513 Epoch 7/10... Discriminator Loss: 2.737368... Generator Loss: 0.532349 Epoch 7/10... Discriminator Loss: 1.105840... Generator Loss: 1.403142 Epoch 7/10... Discriminator Loss: 0.271643... Generator Loss: 6.339877
Epoch 7/10... Discriminator Loss: 0.606146... Generator Loss: 1.942252 Epoch 7/10... Discriminator Loss: 0.094688... Generator Loss: 4.536108 Epoch 7/10... Discriminator Loss: 1.597023... Generator Loss: 0.933758 Epoch 7/10... Discriminator Loss: 0.159805... Generator Loss: 4.317826 Epoch 7/10... Discriminator Loss: 2.234497... Generator Loss: 7.837308 Epoch 7/10... Discriminator Loss: 1.395617... Generator Loss: 1.280609 Epoch 7/10... Discriminator Loss: 0.111313... Generator Loss: 4.267147 Epoch 7/10... Discriminator Loss: 0.059018... Generator Loss: 6.750215 Epoch 7/10... Discriminator Loss: 0.334675... Generator Loss: 2.198220 Epoch 7/10... Discriminator Loss: 0.483615... Generator Loss: 2.111214
Epoch 7/10... Discriminator Loss: 1.587724... Generator Loss: 0.648814 Epoch 7/10... Discriminator Loss: 0.122944... Generator Loss: 4.855464 Epoch 7/10... Discriminator Loss: 0.197952... Generator Loss: 2.629065 Epoch 7/10... Discriminator Loss: 0.021400... Generator Loss: 7.735787 Epoch 7/10... Discriminator Loss: 0.090700... Generator Loss: 3.702470 Epoch 7/10... Discriminator Loss: 0.316786... Generator Loss: 2.573345 Epoch 7/10... Discriminator Loss: 0.250972... Generator Loss: 2.541534 Epoch 7/10... Discriminator Loss: 0.549743... Generator Loss: 1.679513 Epoch 7/10... Discriminator Loss: 0.525946... Generator Loss: 1.429981 Epoch 7/10... Discriminator Loss: 0.760658... Generator Loss: 1.369445
Epoch 7/10... Discriminator Loss: 0.087064... Generator Loss: 3.866876 Epoch 7/10... Discriminator Loss: 0.116190... Generator Loss: 3.345893 Epoch 7/10... Discriminator Loss: 2.695259... Generator Loss: 0.377747 Epoch 7/10... Discriminator Loss: 0.202367... Generator Loss: 3.214451 Epoch 7/10... Discriminator Loss: 0.221387... Generator Loss: 6.079422 Epoch 7/10... Discriminator Loss: 0.136721... Generator Loss: 3.658428 Epoch 7/10... Discriminator Loss: 0.646180... Generator Loss: 1.333008 Epoch 7/10... Discriminator Loss: 1.724934... Generator Loss: 0.888633 Epoch 7/10... Discriminator Loss: 0.078309... Generator Loss: 4.840961 Epoch 7/10... Discriminator Loss: 0.012802... Generator Loss: 6.728459
Epoch 7/10... Discriminator Loss: 0.151471... Generator Loss: 2.705815 Epoch 7/10... Discriminator Loss: 0.300458... Generator Loss: 2.359408 Epoch 7/10... Discriminator Loss: 0.431112... Generator Loss: 1.786263 Epoch 7/10... Discriminator Loss: 0.077714... Generator Loss: 7.780197 Epoch 7/10... Discriminator Loss: 0.204816... Generator Loss: 3.011673 Epoch 8/10... Discriminator Loss: 0.023389... Generator Loss: 6.937785 Epoch 8/10... Discriminator Loss: 0.285970... Generator Loss: 2.282100 Epoch 8/10... Discriminator Loss: 0.068200... Generator Loss: 4.165270 Epoch 8/10... Discriminator Loss: 0.281958... Generator Loss: 2.446923 Epoch 8/10... Discriminator Loss: 0.385656... Generator Loss: 2.109845
Epoch 8/10... Discriminator Loss: 0.060407... Generator Loss: 3.769375 Epoch 8/10... Discriminator Loss: 0.331770... Generator Loss: 1.940620 Epoch 8/10... Discriminator Loss: 0.037836... Generator Loss: 5.356005 Epoch 8/10... Discriminator Loss: 0.093784... Generator Loss: 3.847913 Epoch 8/10... Discriminator Loss: 0.477868... Generator Loss: 1.830197 Epoch 8/10... Discriminator Loss: 0.167234... Generator Loss: 3.025294 Epoch 8/10... Discriminator Loss: 0.128393... Generator Loss: 3.555542 Epoch 8/10... Discriminator Loss: 0.132522... Generator Loss: 3.285233 Epoch 8/10... Discriminator Loss: 0.008336... Generator Loss: 6.489546 Epoch 8/10... Discriminator Loss: 0.273622... Generator Loss: 2.434626
Epoch 8/10... Discriminator Loss: 0.080191... Generator Loss: 3.619934 Epoch 8/10... Discriminator Loss: 0.127714... Generator Loss: 5.762727 Epoch 8/10... Discriminator Loss: 2.680285... Generator Loss: 0.717128 Epoch 8/10... Discriminator Loss: 1.069432... Generator Loss: 4.141323 Epoch 8/10... Discriminator Loss: 0.615734... Generator Loss: 4.797665 Epoch 8/10... Discriminator Loss: 3.718445... Generator Loss: 8.931449 Epoch 8/10... Discriminator Loss: 0.850114... Generator Loss: 1.494085 Epoch 8/10... Discriminator Loss: 3.226311... Generator Loss: 0.518019 Epoch 8/10... Discriminator Loss: 0.146587... Generator Loss: 4.040124 Epoch 8/10... Discriminator Loss: 0.493932... Generator Loss: 1.880988
Epoch 8/10... Discriminator Loss: 0.047606... Generator Loss: 4.279560 Epoch 8/10... Discriminator Loss: 0.241472... Generator Loss: 3.538042 Epoch 8/10... Discriminator Loss: 0.167554... Generator Loss: 4.400106 Epoch 8/10... Discriminator Loss: 0.172974... Generator Loss: 3.334739 Epoch 8/10... Discriminator Loss: 0.395929... Generator Loss: 1.985737 Epoch 8/10... Discriminator Loss: 0.147884... Generator Loss: 3.625838 Epoch 8/10... Discriminator Loss: 0.200431... Generator Loss: 3.007329 Epoch 8/10... Discriminator Loss: 0.057373... Generator Loss: 5.197864 Epoch 8/10... Discriminator Loss: 0.061834... Generator Loss: 3.949365 Epoch 8/10... Discriminator Loss: 0.086482... Generator Loss: 3.871206
Epoch 8/10... Discriminator Loss: 0.794111... Generator Loss: 1.417608 Epoch 8/10... Discriminator Loss: 0.119155... Generator Loss: 3.648694 Epoch 8/10... Discriminator Loss: 0.072265... Generator Loss: 4.349352 Epoch 8/10... Discriminator Loss: 0.097630... Generator Loss: 3.145813 Epoch 8/10... Discriminator Loss: 0.062767... Generator Loss: 4.114376 Epoch 8/10... Discriminator Loss: 0.126277... Generator Loss: 3.868116 Epoch 8/10... Discriminator Loss: 0.079514... Generator Loss: 3.774812 Epoch 8/10... Discriminator Loss: 0.743201... Generator Loss: 1.255414 Epoch 8/10... Discriminator Loss: 0.123323... Generator Loss: 3.478306 Epoch 8/10... Discriminator Loss: 0.413199... Generator Loss: 1.944837
Epoch 8/10... Discriminator Loss: 0.367814... Generator Loss: 1.968572 Epoch 8/10... Discriminator Loss: 0.365991... Generator Loss: 3.940890 Epoch 8/10... Discriminator Loss: 2.740942... Generator Loss: 0.503544 Epoch 8/10... Discriminator Loss: 0.133189... Generator Loss: 3.548318 Epoch 8/10... Discriminator Loss: 0.056501... Generator Loss: 4.661454 Epoch 8/10... Discriminator Loss: 0.854699... Generator Loss: 13.471930 Epoch 8/10... Discriminator Loss: 0.053519... Generator Loss: 4.885236 Epoch 8/10... Discriminator Loss: 0.220851... Generator Loss: 3.217078 Epoch 8/10... Discriminator Loss: 0.022399... Generator Loss: 5.167190 Epoch 8/10... Discriminator Loss: 0.299761... Generator Loss: 2.455733
Epoch 8/10... Discriminator Loss: 0.116226... Generator Loss: 3.637930 Epoch 8/10... Discriminator Loss: 0.125232... Generator Loss: 4.327874 Epoch 8/10... Discriminator Loss: 0.568784... Generator Loss: 1.693991 Epoch 8/10... Discriminator Loss: 0.314763... Generator Loss: 2.457626 Epoch 8/10... Discriminator Loss: 0.266241... Generator Loss: 2.330023 Epoch 8/10... Discriminator Loss: 0.022688... Generator Loss: 5.781788 Epoch 8/10... Discriminator Loss: 0.108798... Generator Loss: 3.438044 Epoch 8/10... Discriminator Loss: 0.016038... Generator Loss: 6.722446 Epoch 8/10... Discriminator Loss: 0.214385... Generator Loss: 2.771559 Epoch 8/10... Discriminator Loss: 0.373417... Generator Loss: 2.031914
Epoch 8/10... Discriminator Loss: 0.077316... Generator Loss: 5.768484 Epoch 8/10... Discriminator Loss: 0.484947... Generator Loss: 1.965271 Epoch 8/10... Discriminator Loss: 0.019656... Generator Loss: 6.019073 Epoch 8/10... Discriminator Loss: 0.079692... Generator Loss: 5.713015 Epoch 8/10... Discriminator Loss: 0.025429... Generator Loss: 5.544532 Epoch 8/10... Discriminator Loss: 0.053918... Generator Loss: 4.211820 Epoch 8/10... Discriminator Loss: 2.493864... Generator Loss: 10.209208 Epoch 8/10... Discriminator Loss: 0.292150... Generator Loss: 2.788975 Epoch 8/10... Discriminator Loss: 1.411732... Generator Loss: 0.907819 Epoch 8/10... Discriminator Loss: 0.017953... Generator Loss: 5.966414
Epoch 8/10... Discriminator Loss: 0.406655... Generator Loss: 2.020329 Epoch 8/10... Discriminator Loss: 0.267924... Generator Loss: 2.705901 Epoch 8/10... Discriminator Loss: 2.589535... Generator Loss: 0.247851 Epoch 8/10... Discriminator Loss: 0.164929... Generator Loss: 3.263020 Epoch 8/10... Discriminator Loss: 1.943283... Generator Loss: 0.842646 Epoch 8/10... Discriminator Loss: 0.442154... Generator Loss: 2.349169 Epoch 8/10... Discriminator Loss: 0.316668... Generator Loss: 2.197304 Epoch 8/10... Discriminator Loss: 0.215477... Generator Loss: 2.669505 Epoch 8/10... Discriminator Loss: 0.165853... Generator Loss: 2.960336 Epoch 8/10... Discriminator Loss: 0.241239... Generator Loss: 2.955947
Epoch 8/10... Discriminator Loss: 0.357909... Generator Loss: 5.899710 Epoch 8/10... Discriminator Loss: 0.317475... Generator Loss: 2.617954 Epoch 8/10... Discriminator Loss: 0.016879... Generator Loss: 5.858200 Epoch 8/10... Discriminator Loss: 0.469684... Generator Loss: 2.244106 Epoch 8/10... Discriminator Loss: 0.119624... Generator Loss: 3.651789 Epoch 8/10... Discriminator Loss: 0.377460... Generator Loss: 2.181449 Epoch 8/10... Discriminator Loss: 0.071643... Generator Loss: 4.498611 Epoch 8/10... Discriminator Loss: 0.282174... Generator Loss: 7.165563 Epoch 8/10... Discriminator Loss: 0.211936... Generator Loss: 3.132489 Epoch 8/10... Discriminator Loss: 0.631386... Generator Loss: 1.742133
Epoch 8/10... Discriminator Loss: 0.102412... Generator Loss: 4.599560 Epoch 8/10... Discriminator Loss: 0.464295... Generator Loss: 2.313153 Epoch 8/10... Discriminator Loss: 0.234588... Generator Loss: 3.333199 Epoch 8/10... Discriminator Loss: 0.232939... Generator Loss: 2.352821 Epoch 8/10... Discriminator Loss: 0.263975... Generator Loss: 2.800445 Epoch 8/10... Discriminator Loss: 0.254911... Generator Loss: 2.593961 Epoch 8/10... Discriminator Loss: 0.021910... Generator Loss: 6.232825 Epoch 8/10... Discriminator Loss: 0.037474... Generator Loss: 4.829088 Epoch 8/10... Discriminator Loss: 0.289826... Generator Loss: 2.572476 Epoch 8/10... Discriminator Loss: 0.082281... Generator Loss: 3.393951
Epoch 8/10... Discriminator Loss: 0.380294... Generator Loss: 2.263235 Epoch 8/10... Discriminator Loss: 0.074848... Generator Loss: 4.061949 Epoch 8/10... Discriminator Loss: 0.163264... Generator Loss: 4.570299 Epoch 8/10... Discriminator Loss: 0.078289... Generator Loss: 4.493174 Epoch 8/10... Discriminator Loss: 0.039509... Generator Loss: 5.653301 Epoch 8/10... Discriminator Loss: 0.151664... Generator Loss: 3.030797 Epoch 8/10... Discriminator Loss: 0.238986... Generator Loss: 2.266746 Epoch 8/10... Discriminator Loss: 0.016081... Generator Loss: 5.867116 Epoch 8/10... Discriminator Loss: 1.187582... Generator Loss: 0.932033 Epoch 8/10... Discriminator Loss: 0.095141... Generator Loss: 3.291340
Epoch 8/10... Discriminator Loss: 0.019833... Generator Loss: 5.669943 Epoch 8/10... Discriminator Loss: 0.102454... Generator Loss: 3.464015 Epoch 8/10... Discriminator Loss: 0.087099... Generator Loss: 3.816359 Epoch 8/10... Discriminator Loss: 0.119945... Generator Loss: 3.547842 Epoch 8/10... Discriminator Loss: 0.027714... Generator Loss: 9.288570 Epoch 8/10... Discriminator Loss: 0.152926... Generator Loss: 2.906456 Epoch 8/10... Discriminator Loss: 0.050040... Generator Loss: 4.400613 Epoch 8/10... Discriminator Loss: 0.033291... Generator Loss: 6.249744 Epoch 8/10... Discriminator Loss: 0.096823... Generator Loss: 3.972831 Epoch 8/10... Discriminator Loss: 0.028239... Generator Loss: 5.553450
Epoch 8/10... Discriminator Loss: 0.102712... Generator Loss: 3.471551 Epoch 8/10... Discriminator Loss: 0.168401... Generator Loss: 3.069954 Epoch 8/10... Discriminator Loss: 0.017502... Generator Loss: 6.195295 Epoch 8/10... Discriminator Loss: 0.009787... Generator Loss: 6.069769 Epoch 8/10... Discriminator Loss: 0.017168... Generator Loss: 7.092096 Epoch 8/10... Discriminator Loss: 0.077095... Generator Loss: 3.684742 Epoch 8/10... Discriminator Loss: 0.104343... Generator Loss: 3.986486 Epoch 8/10... Discriminator Loss: 0.152158... Generator Loss: 3.803484 Epoch 8/10... Discriminator Loss: 0.044455... Generator Loss: 4.585405 Epoch 8/10... Discriminator Loss: 0.108953... Generator Loss: 3.477628
Epoch 8/10... Discriminator Loss: 0.209808... Generator Loss: 2.653051 Epoch 8/10... Discriminator Loss: 0.181455... Generator Loss: 2.232095 Epoch 8/10... Discriminator Loss: 0.085582... Generator Loss: 4.475455 Epoch 8/10... Discriminator Loss: 0.186750... Generator Loss: 2.867119 Epoch 8/10... Discriminator Loss: 0.101180... Generator Loss: 3.733576 Epoch 8/10... Discriminator Loss: 0.266203... Generator Loss: 3.055182 Epoch 8/10... Discriminator Loss: 1.462709... Generator Loss: 1.129855 Epoch 8/10... Discriminator Loss: 3.081377... Generator Loss: 0.362432 Epoch 8/10... Discriminator Loss: 0.269971... Generator Loss: 3.514641 Epoch 8/10... Discriminator Loss: 0.391034... Generator Loss: 2.449083
Epoch 8/10... Discriminator Loss: 0.104140... Generator Loss: 5.446823 Epoch 8/10... Discriminator Loss: 0.434899... Generator Loss: 2.159936 Epoch 8/10... Discriminator Loss: 0.961520... Generator Loss: 1.626851 Epoch 8/10... Discriminator Loss: 2.715838... Generator Loss: 12.723108 Epoch 8/10... Discriminator Loss: 2.215097... Generator Loss: 0.471110 Epoch 8/10... Discriminator Loss: 0.915990... Generator Loss: 1.428457 Epoch 8/10... Discriminator Loss: 0.423559... Generator Loss: 2.031911 Epoch 8/10... Discriminator Loss: 0.165685... Generator Loss: 3.735860 Epoch 8/10... Discriminator Loss: 0.501375... Generator Loss: 6.423843 Epoch 8/10... Discriminator Loss: 0.122118... Generator Loss: 3.559342
Epoch 8/10... Discriminator Loss: 0.220716... Generator Loss: 7.757867 Epoch 8/10... Discriminator Loss: 0.416574... Generator Loss: 1.998033 Epoch 8/10... Discriminator Loss: 0.014157... Generator Loss: 7.918987 Epoch 8/10... Discriminator Loss: 0.078299... Generator Loss: 4.652983 Epoch 8/10... Discriminator Loss: 0.352089... Generator Loss: 2.201533 Epoch 8/10... Discriminator Loss: 0.260993... Generator Loss: 2.483244 Epoch 8/10... Discriminator Loss: 0.175692... Generator Loss: 3.069470 Epoch 8/10... Discriminator Loss: 0.039417... Generator Loss: 9.376267 Epoch 8/10... Discriminator Loss: 0.579232... Generator Loss: 1.666746 Epoch 8/10... Discriminator Loss: 0.050922... Generator Loss: 7.015676
Epoch 8/10... Discriminator Loss: 0.147019... Generator Loss: 3.376146 Epoch 8/10... Discriminator Loss: 3.061893... Generator Loss: 0.227910 Epoch 8/10... Discriminator Loss: 0.628876... Generator Loss: 1.638290 Epoch 8/10... Discriminator Loss: 0.054453... Generator Loss: 4.227592 Epoch 8/10... Discriminator Loss: 0.184240... Generator Loss: 2.921042 Epoch 8/10... Discriminator Loss: 0.013965... Generator Loss: 8.841624 Epoch 8/10... Discriminator Loss: 0.549898... Generator Loss: 1.530494 Epoch 8/10... Discriminator Loss: 0.560303... Generator Loss: 1.698340 Epoch 8/10... Discriminator Loss: 0.143161... Generator Loss: 3.495823 Epoch 8/10... Discriminator Loss: 0.088101... Generator Loss: 4.308853
Epoch 8/10... Discriminator Loss: 0.031298... Generator Loss: 5.428948 Epoch 8/10... Discriminator Loss: 0.102439... Generator Loss: 3.750814 Epoch 8/10... Discriminator Loss: 0.076569... Generator Loss: 4.227345 Epoch 8/10... Discriminator Loss: 0.285825... Generator Loss: 2.052404 Epoch 8/10... Discriminator Loss: 0.186803... Generator Loss: 2.976987 Epoch 8/10... Discriminator Loss: 0.022170... Generator Loss: 5.894329 Epoch 8/10... Discriminator Loss: 0.177874... Generator Loss: 3.872264 Epoch 8/10... Discriminator Loss: 0.883817... Generator Loss: 1.512090 Epoch 8/10... Discriminator Loss: 0.132172... Generator Loss: 3.321594 Epoch 8/10... Discriminator Loss: 0.094890... Generator Loss: 2.961404
Epoch 8/10... Discriminator Loss: 0.063621... Generator Loss: 4.185909 Epoch 8/10... Discriminator Loss: 0.035805... Generator Loss: 5.182569 Epoch 8/10... Discriminator Loss: 0.106570... Generator Loss: 3.449425 Epoch 8/10... Discriminator Loss: 0.220773... Generator Loss: 2.243926 Epoch 8/10... Discriminator Loss: 0.198050... Generator Loss: 2.799515 Epoch 8/10... Discriminator Loss: 0.072704... Generator Loss: 3.984172 Epoch 8/10... Discriminator Loss: 0.420331... Generator Loss: 1.942468 Epoch 8/10... Discriminator Loss: 0.134013... Generator Loss: 3.043472 Epoch 8/10... Discriminator Loss: 0.059018... Generator Loss: 4.075067 Epoch 8/10... Discriminator Loss: 1.122000... Generator Loss: 9.390737
Epoch 8/10... Discriminator Loss: 0.110419... Generator Loss: 3.436378 Epoch 8/10... Discriminator Loss: 0.039603... Generator Loss: 5.227343 Epoch 8/10... Discriminator Loss: 0.053235... Generator Loss: 3.665753 Epoch 8/10... Discriminator Loss: 0.035307... Generator Loss: 5.226222 Epoch 8/10... Discriminator Loss: 0.084546... Generator Loss: 4.456407 Epoch 8/10... Discriminator Loss: 0.648643... Generator Loss: 1.374787 Epoch 8/10... Discriminator Loss: 0.004260... Generator Loss: 10.552776 Epoch 8/10... Discriminator Loss: 0.348051... Generator Loss: 2.279618 Epoch 8/10... Discriminator Loss: 0.382184... Generator Loss: 1.910906 Epoch 8/10... Discriminator Loss: 0.065406... Generator Loss: 3.977872
Epoch 8/10... Discriminator Loss: 0.131824... Generator Loss: 2.979934 Epoch 8/10... Discriminator Loss: 0.085415... Generator Loss: 3.599963 Epoch 8/10... Discriminator Loss: 0.024536... Generator Loss: 5.669725 Epoch 8/10... Discriminator Loss: 0.061789... Generator Loss: 4.420365 Epoch 8/10... Discriminator Loss: 0.188006... Generator Loss: 3.063883 Epoch 8/10... Discriminator Loss: 3.020596... Generator Loss: 0.265811 Epoch 8/10... Discriminator Loss: 0.040282... Generator Loss: 5.412701 Epoch 8/10... Discriminator Loss: 0.222987... Generator Loss: 2.600894 Epoch 8/10... Discriminator Loss: 0.074231... Generator Loss: 4.878939 Epoch 8/10... Discriminator Loss: 0.032883... Generator Loss: 5.536808
Epoch 8/10... Discriminator Loss: 0.022498... Generator Loss: 6.875474 Epoch 8/10... Discriminator Loss: 0.066824... Generator Loss: 4.830482 Epoch 8/10... Discriminator Loss: 0.056209... Generator Loss: 4.526892 Epoch 8/10... Discriminator Loss: 4.741135... Generator Loss: 0.157407 Epoch 8/10... Discriminator Loss: 0.493350... Generator Loss: 2.477770 Epoch 8/10... Discriminator Loss: 0.502731... Generator Loss: 1.930300 Epoch 8/10... Discriminator Loss: 0.278751... Generator Loss: 2.507916 Epoch 8/10... Discriminator Loss: 0.261091... Generator Loss: 6.400254 Epoch 8/10... Discriminator Loss: 0.059081... Generator Loss: 6.055282 Epoch 8/10... Discriminator Loss: 0.258508... Generator Loss: 2.852154
Epoch 8/10... Discriminator Loss: 0.612163... Generator Loss: 6.213760 Epoch 8/10... Discriminator Loss: 0.103516... Generator Loss: 4.687665 Epoch 8/10... Discriminator Loss: 0.474884... Generator Loss: 1.925803 Epoch 8/10... Discriminator Loss: 0.191946... Generator Loss: 9.300680 Epoch 8/10... Discriminator Loss: 0.135072... Generator Loss: 3.535986 Epoch 8/10... Discriminator Loss: 0.052238... Generator Loss: 5.187185 Epoch 8/10... Discriminator Loss: 0.193589... Generator Loss: 3.001270 Epoch 8/10... Discriminator Loss: 0.241580... Generator Loss: 2.679951 Epoch 8/10... Discriminator Loss: 0.328236... Generator Loss: 2.133401 Epoch 8/10... Discriminator Loss: 0.200815... Generator Loss: 3.089526
Epoch 8/10... Discriminator Loss: 0.781747... Generator Loss: 1.240359 Epoch 8/10... Discriminator Loss: 0.547947... Generator Loss: 2.033421 Epoch 8/10... Discriminator Loss: 0.039229... Generator Loss: 4.758599 Epoch 8/10... Discriminator Loss: 0.145018... Generator Loss: 2.650125 Epoch 8/10... Discriminator Loss: 0.706566... Generator Loss: 1.725644 Epoch 8/10... Discriminator Loss: 1.188449... Generator Loss: 9.069225 Epoch 8/10... Discriminator Loss: 0.518694... Generator Loss: 2.596447 Epoch 8/10... Discriminator Loss: 0.181471... Generator Loss: 3.411180 Epoch 8/10... Discriminator Loss: 0.201626... Generator Loss: 2.948378 Epoch 8/10... Discriminator Loss: 0.970654... Generator Loss: 1.123667
Epoch 8/10... Discriminator Loss: 0.081580... Generator Loss: 3.947701 Epoch 8/10... Discriminator Loss: 0.432588... Generator Loss: 2.063938 Epoch 8/10... Discriminator Loss: 0.270143... Generator Loss: 2.251468 Epoch 8/10... Discriminator Loss: 0.110640... Generator Loss: 3.806643 Epoch 8/10... Discriminator Loss: 0.446966... Generator Loss: 1.632463 Epoch 8/10... Discriminator Loss: 0.621232... Generator Loss: 1.673049 Epoch 8/10... Discriminator Loss: 0.020826... Generator Loss: 6.341675 Epoch 8/10... Discriminator Loss: 0.251347... Generator Loss: 2.715512 Epoch 8/10... Discriminator Loss: 0.517273... Generator Loss: 1.625559 Epoch 8/10... Discriminator Loss: 0.153656... Generator Loss: 2.952555
Epoch 8/10... Discriminator Loss: 0.123390... Generator Loss: 3.187590 Epoch 8/10... Discriminator Loss: 0.041191... Generator Loss: 5.358596 Epoch 8/10... Discriminator Loss: 0.187889... Generator Loss: 2.805838 Epoch 8/10... Discriminator Loss: 0.172966... Generator Loss: 3.368268 Epoch 8/10... Discriminator Loss: 3.439785... Generator Loss: 0.156444 Epoch 8/10... Discriminator Loss: 0.138711... Generator Loss: 3.645791 Epoch 8/10... Discriminator Loss: 2.017857... Generator Loss: 0.418682 Epoch 8/10... Discriminator Loss: 0.424875... Generator Loss: 2.196713 Epoch 8/10... Discriminator Loss: 0.026864... Generator Loss: 5.576574 Epoch 8/10... Discriminator Loss: 0.312361... Generator Loss: 2.403125
Epoch 8/10... Discriminator Loss: 0.188854... Generator Loss: 2.413363 Epoch 8/10... Discriminator Loss: 0.106065... Generator Loss: 4.191870 Epoch 8/10... Discriminator Loss: 0.125356... Generator Loss: 3.634857 Epoch 8/10... Discriminator Loss: 0.026723... Generator Loss: 6.987068 Epoch 8/10... Discriminator Loss: 0.233792... Generator Loss: 2.631134 Epoch 8/10... Discriminator Loss: 0.029614... Generator Loss: 5.188783 Epoch 8/10... Discriminator Loss: 0.121799... Generator Loss: 3.583682 Epoch 8/10... Discriminator Loss: 0.549214... Generator Loss: 1.834076 Epoch 8/10... Discriminator Loss: 0.062286... Generator Loss: 3.781929 Epoch 8/10... Discriminator Loss: 0.124956... Generator Loss: 6.538227
Epoch 8/10... Discriminator Loss: 0.045669... Generator Loss: 4.842585 Epoch 8/10... Discriminator Loss: 0.323237... Generator Loss: 2.028116 Epoch 8/10... Discriminator Loss: 0.149673... Generator Loss: 3.338900 Epoch 8/10... Discriminator Loss: 0.846193... Generator Loss: 1.442510 Epoch 8/10... Discriminator Loss: 0.321543... Generator Loss: 2.181597 Epoch 8/10... Discriminator Loss: 0.024962... Generator Loss: 5.773118 Epoch 8/10... Discriminator Loss: 0.393164... Generator Loss: 2.167351 Epoch 8/10... Discriminator Loss: 0.352136... Generator Loss: 2.391050 Epoch 8/10... Discriminator Loss: 0.201628... Generator Loss: 2.817914 Epoch 8/10... Discriminator Loss: 0.097366... Generator Loss: 3.935549
Epoch 8/10... Discriminator Loss: 0.077875... Generator Loss: 4.315378 Epoch 8/10... Discriminator Loss: 0.140496... Generator Loss: 3.079129 Epoch 8/10... Discriminator Loss: 0.083030... Generator Loss: 6.308811 Epoch 8/10... Discriminator Loss: 0.305469... Generator Loss: 2.338318 Epoch 8/10... Discriminator Loss: 1.363089... Generator Loss: 0.649504 Epoch 8/10... Discriminator Loss: 0.082653... Generator Loss: 5.818588 Epoch 8/10... Discriminator Loss: 0.166658... Generator Loss: 3.737126 Epoch 8/10... Discriminator Loss: 0.129748... Generator Loss: 3.281835 Epoch 8/10... Discriminator Loss: 2.659179... Generator Loss: 10.466361 Epoch 8/10... Discriminator Loss: 0.507929... Generator Loss: 11.327598
Epoch 8/10... Discriminator Loss: 1.433723... Generator Loss: 9.468884 Epoch 8/10... Discriminator Loss: 2.496091... Generator Loss: 0.363205 Epoch 8/10... Discriminator Loss: 0.305638... Generator Loss: 3.291749 Epoch 8/10... Discriminator Loss: 0.189046... Generator Loss: 5.324977 Epoch 8/10... Discriminator Loss: 0.347620... Generator Loss: 2.380678 Epoch 8/10... Discriminator Loss: 0.266672... Generator Loss: 3.412456 Epoch 8/10... Discriminator Loss: 0.139529... Generator Loss: 3.250474 Epoch 8/10... Discriminator Loss: 0.030755... Generator Loss: 4.999325 Epoch 8/10... Discriminator Loss: 0.693718... Generator Loss: 1.175698 Epoch 8/10... Discriminator Loss: 0.685989... Generator Loss: 1.560727
Epoch 8/10... Discriminator Loss: 0.211837... Generator Loss: 3.332859 Epoch 8/10... Discriminator Loss: 0.121018... Generator Loss: 3.414259 Epoch 8/10... Discriminator Loss: 0.484389... Generator Loss: 1.670125 Epoch 8/10... Discriminator Loss: 0.119753... Generator Loss: 3.198502 Epoch 8/10... Discriminator Loss: 0.271433... Generator Loss: 2.728480 Epoch 8/10... Discriminator Loss: 0.052281... Generator Loss: 6.246409 Epoch 8/10... Discriminator Loss: 0.193143... Generator Loss: 3.430387 Epoch 8/10... Discriminator Loss: 0.272811... Generator Loss: 2.584251 Epoch 8/10... Discriminator Loss: 0.063053... Generator Loss: 4.794726 Epoch 8/10... Discriminator Loss: 0.325240... Generator Loss: 2.286490
Epoch 8/10... Discriminator Loss: 0.723130... Generator Loss: 1.306661 Epoch 8/10... Discriminator Loss: 0.266169... Generator Loss: 9.524376 Epoch 8/10... Discriminator Loss: 0.013456... Generator Loss: 6.477724 Epoch 8/10... Discriminator Loss: 0.047728... Generator Loss: 7.278371 Epoch 8/10... Discriminator Loss: 0.014750... Generator Loss: 6.645841 Epoch 8/10... Discriminator Loss: 0.440522... Generator Loss: 2.052521 Epoch 8/10... Discriminator Loss: 0.449580... Generator Loss: 1.852797 Epoch 8/10... Discriminator Loss: 0.117888... Generator Loss: 3.728096 Epoch 8/10... Discriminator Loss: 0.030893... Generator Loss: 4.996406 Epoch 8/10... Discriminator Loss: 0.327431... Generator Loss: 1.990298
Epoch 8/10... Discriminator Loss: 0.082014... Generator Loss: 4.617654 Epoch 8/10... Discriminator Loss: 0.174214... Generator Loss: 2.573366 Epoch 8/10... Discriminator Loss: 0.019353... Generator Loss: 5.332977 Epoch 8/10... Discriminator Loss: 0.129589... Generator Loss: 3.214009 Epoch 8/10... Discriminator Loss: 0.032011... Generator Loss: 7.079391 Epoch 8/10... Discriminator Loss: 0.265749... Generator Loss: 2.437316 Epoch 8/10... Discriminator Loss: 0.521169... Generator Loss: 1.794088 Epoch 8/10... Discriminator Loss: 0.026164... Generator Loss: 4.827429 Epoch 8/10... Discriminator Loss: 0.025073... Generator Loss: 6.821319 Epoch 8/10... Discriminator Loss: 0.048226... Generator Loss: 4.665745
Epoch 8/10... Discriminator Loss: 0.104883... Generator Loss: 3.944535 Epoch 8/10... Discriminator Loss: 0.043831... Generator Loss: 4.084935 Epoch 8/10... Discriminator Loss: 0.011805... Generator Loss: 8.322855 Epoch 8/10... Discriminator Loss: 0.083504... Generator Loss: 3.370797 Epoch 8/10... Discriminator Loss: 0.064793... Generator Loss: 3.993010 Epoch 8/10... Discriminator Loss: 0.100658... Generator Loss: 3.505866 Epoch 8/10... Discriminator Loss: 0.008623... Generator Loss: 6.585751 Epoch 8/10... Discriminator Loss: 0.141806... Generator Loss: 3.033090 Epoch 8/10... Discriminator Loss: 0.025507... Generator Loss: 5.813554 Epoch 8/10... Discriminator Loss: 0.074945... Generator Loss: 3.697352
Epoch 8/10... Discriminator Loss: 0.028814... Generator Loss: 4.868573 Epoch 8/10... Discriminator Loss: 0.190420... Generator Loss: 8.847605 Epoch 8/10... Discriminator Loss: 0.556079... Generator Loss: 3.263111 Epoch 8/10... Discriminator Loss: 1.947843... Generator Loss: 0.646526 Epoch 8/10... Discriminator Loss: 0.117856... Generator Loss: 4.656071 Epoch 8/10... Discriminator Loss: 3.546565... Generator Loss: 10.097093 Epoch 8/10... Discriminator Loss: 0.682016... Generator Loss: 3.206087 Epoch 8/10... Discriminator Loss: 0.638753... Generator Loss: 2.029958 Epoch 8/10... Discriminator Loss: 1.222747... Generator Loss: 0.965706 Epoch 8/10... Discriminator Loss: 0.491151... Generator Loss: 2.153774
Epoch 8/10... Discriminator Loss: 1.177445... Generator Loss: 1.360248 Epoch 8/10... Discriminator Loss: 1.986046... Generator Loss: 0.833484 Epoch 8/10... Discriminator Loss: 0.233960... Generator Loss: 3.402062 Epoch 8/10... Discriminator Loss: 0.056596... Generator Loss: 5.547198 Epoch 8/10... Discriminator Loss: 0.183371... Generator Loss: 4.081455 Epoch 8/10... Discriminator Loss: 0.468776... Generator Loss: 1.590157 Epoch 8/10... Discriminator Loss: 0.179992... Generator Loss: 2.797548 Epoch 8/10... Discriminator Loss: 0.317710... Generator Loss: 2.057220 Epoch 8/10... Discriminator Loss: 0.237093... Generator Loss: 2.805248 Epoch 8/10... Discriminator Loss: 0.248758... Generator Loss: 2.225388
Epoch 8/10... Discriminator Loss: 0.156855... Generator Loss: 3.596655 Epoch 8/10... Discriminator Loss: 0.198181... Generator Loss: 2.938024 Epoch 8/10... Discriminator Loss: 0.170775... Generator Loss: 7.564855 Epoch 8/10... Discriminator Loss: 0.359079... Generator Loss: 2.258125 Epoch 8/10... Discriminator Loss: 1.484479... Generator Loss: 0.728800 Epoch 8/10... Discriminator Loss: 0.190385... Generator Loss: 4.129561 Epoch 8/10... Discriminator Loss: 0.333006... Generator Loss: 3.321320 Epoch 8/10... Discriminator Loss: 0.046523... Generator Loss: 4.669641 Epoch 8/10... Discriminator Loss: 0.148947... Generator Loss: 3.502700 Epoch 8/10... Discriminator Loss: 0.211334... Generator Loss: 2.999948
Epoch 8/10... Discriminator Loss: 0.146858... Generator Loss: 3.303713 Epoch 8/10... Discriminator Loss: 0.206043... Generator Loss: 2.682610 Epoch 8/10... Discriminator Loss: 0.134553... Generator Loss: 3.083741 Epoch 8/10... Discriminator Loss: 0.103797... Generator Loss: 4.734636 Epoch 8/10... Discriminator Loss: 0.230425... Generator Loss: 2.794578 Epoch 8/10... Discriminator Loss: 0.103015... Generator Loss: 3.139364 Epoch 8/10... Discriminator Loss: 0.093905... Generator Loss: 4.087213 Epoch 8/10... Discriminator Loss: 0.048252... Generator Loss: 4.473606 Epoch 8/10... Discriminator Loss: 0.082909... Generator Loss: 4.312949 Epoch 8/10... Discriminator Loss: 0.014315... Generator Loss: 6.255874
Epoch 8/10... Discriminator Loss: 0.603353... Generator Loss: 1.586027 Epoch 8/10... Discriminator Loss: 0.046077... Generator Loss: 4.753901 Epoch 8/10... Discriminator Loss: 0.062338... Generator Loss: 6.029421 Epoch 8/10... Discriminator Loss: 0.200471... Generator Loss: 4.028750 Epoch 8/10... Discriminator Loss: 0.081434... Generator Loss: 4.369627 Epoch 8/10... Discriminator Loss: 0.129653... Generator Loss: 3.545949 Epoch 8/10... Discriminator Loss: 0.013081... Generator Loss: 6.824157 Epoch 8/10... Discriminator Loss: 0.162181... Generator Loss: 5.632922 Epoch 8/10... Discriminator Loss: 0.232899... Generator Loss: 2.911593 Epoch 8/10... Discriminator Loss: 0.118961... Generator Loss: 3.493576
Epoch 8/10... Discriminator Loss: 0.014725... Generator Loss: 6.399801 Epoch 8/10... Discriminator Loss: 1.445091... Generator Loss: 0.610445 Epoch 8/10... Discriminator Loss: 0.022120... Generator Loss: 6.746093 Epoch 8/10... Discriminator Loss: 0.317932... Generator Loss: 2.197311 Epoch 8/10... Discriminator Loss: 0.708033... Generator Loss: 1.445802 Epoch 8/10... Discriminator Loss: 0.100076... Generator Loss: 3.874068 Epoch 8/10... Discriminator Loss: 0.083706... Generator Loss: 4.058373 Epoch 8/10... Discriminator Loss: 0.019867... Generator Loss: 5.955616 Epoch 8/10... Discriminator Loss: 0.061193... Generator Loss: 3.971623 Epoch 8/10... Discriminator Loss: 0.208508... Generator Loss: 2.420426
Epoch 9/10... Discriminator Loss: 0.039344... Generator Loss: 6.138231 Epoch 9/10... Discriminator Loss: 0.063122... Generator Loss: 4.050886 Epoch 9/10... Discriminator Loss: 0.128591... Generator Loss: 3.425727 Epoch 9/10... Discriminator Loss: 0.035234... Generator Loss: 4.947215 Epoch 9/10... Discriminator Loss: 0.412565... Generator Loss: 2.337906 Epoch 9/10... Discriminator Loss: 1.558723... Generator Loss: 0.782516 Epoch 9/10... Discriminator Loss: 0.434512... Generator Loss: 1.934532 Epoch 9/10... Discriminator Loss: 0.154902... Generator Loss: 3.349242 Epoch 9/10... Discriminator Loss: 0.055084... Generator Loss: 4.131377 Epoch 9/10... Discriminator Loss: 0.276865... Generator Loss: 2.597436
Epoch 9/10... Discriminator Loss: 0.081729... Generator Loss: 4.340023 Epoch 9/10... Discriminator Loss: 0.116102... Generator Loss: 4.045115 Epoch 9/10... Discriminator Loss: 0.014081... Generator Loss: 5.398003 Epoch 9/10... Discriminator Loss: 0.013641... Generator Loss: 6.116961 Epoch 9/10... Discriminator Loss: 0.177745... Generator Loss: 3.251974 Epoch 9/10... Discriminator Loss: 0.044310... Generator Loss: 6.120584 Epoch 9/10... Discriminator Loss: 0.211183... Generator Loss: 2.465328 Epoch 9/10... Discriminator Loss: 0.172101... Generator Loss: 3.295038 Epoch 9/10... Discriminator Loss: 1.265866... Generator Loss: 0.638609 Epoch 9/10... Discriminator Loss: 0.064488... Generator Loss: 5.269874
Epoch 9/10... Discriminator Loss: 0.513622... Generator Loss: 1.960657 Epoch 9/10... Discriminator Loss: 0.287736... Generator Loss: 3.140433 Epoch 9/10... Discriminator Loss: 0.214273... Generator Loss: 4.026654 Epoch 9/10... Discriminator Loss: 0.431052... Generator Loss: 6.717557 Epoch 9/10... Discriminator Loss: 0.429837... Generator Loss: 5.983358 Epoch 9/10... Discriminator Loss: 0.149631... Generator Loss: 4.198612 Epoch 9/10... Discriminator Loss: 0.520896... Generator Loss: 1.853546 Epoch 9/10... Discriminator Loss: 0.158722... Generator Loss: 3.866652 Epoch 9/10... Discriminator Loss: 0.072635... Generator Loss: 3.908846 Epoch 9/10... Discriminator Loss: 0.434416... Generator Loss: 5.714249
Epoch 9/10... Discriminator Loss: 0.472520... Generator Loss: 2.350466 Epoch 9/10... Discriminator Loss: 0.614445... Generator Loss: 1.732738 Epoch 9/10... Discriminator Loss: 0.135625... Generator Loss: 3.448749 Epoch 9/10... Discriminator Loss: 0.279268... Generator Loss: 2.276886 Epoch 9/10... Discriminator Loss: 0.207113... Generator Loss: 2.814346 Epoch 9/10... Discriminator Loss: 0.305742... Generator Loss: 2.316392 Epoch 9/10... Discriminator Loss: 0.235427... Generator Loss: 2.914008 Epoch 9/10... Discriminator Loss: 0.099505... Generator Loss: 3.724912 Epoch 9/10... Discriminator Loss: 0.964790... Generator Loss: 1.205538 Epoch 9/10... Discriminator Loss: 0.032862... Generator Loss: 5.499056
Epoch 9/10... Discriminator Loss: 1.115617... Generator Loss: 0.915261 Epoch 9/10... Discriminator Loss: 0.295269... Generator Loss: 2.187236 Epoch 9/10... Discriminator Loss: 0.170965... Generator Loss: 2.787946 Epoch 9/10... Discriminator Loss: 0.031448... Generator Loss: 8.353756 Epoch 9/10... Discriminator Loss: 0.262943... Generator Loss: 2.523391 Epoch 9/10... Discriminator Loss: 0.055664... Generator Loss: 5.285544 Epoch 9/10... Discriminator Loss: 0.027941... Generator Loss: 10.651243 Epoch 9/10... Discriminator Loss: 0.268482... Generator Loss: 3.386725 Epoch 9/10... Discriminator Loss: 0.330778... Generator Loss: 2.616102 Epoch 9/10... Discriminator Loss: 0.352437... Generator Loss: 8.016590
Epoch 9/10... Discriminator Loss: 2.510371... Generator Loss: 0.517773 Epoch 9/10... Discriminator Loss: 0.423314... Generator Loss: 2.231022 Epoch 9/10... Discriminator Loss: 0.478190... Generator Loss: 1.629654 Epoch 9/10... Discriminator Loss: 2.145279... Generator Loss: 0.469832 Epoch 9/10... Discriminator Loss: 0.340218... Generator Loss: 2.026290 Epoch 9/10... Discriminator Loss: 0.219281... Generator Loss: 2.545375 Epoch 9/10... Discriminator Loss: 0.179663... Generator Loss: 2.999262 Epoch 9/10... Discriminator Loss: 0.165770... Generator Loss: 3.571013 Epoch 9/10... Discriminator Loss: 0.113979... Generator Loss: 3.531238 Epoch 9/10... Discriminator Loss: 0.146389... Generator Loss: 3.027915
Epoch 9/10... Discriminator Loss: 0.256913... Generator Loss: 2.472983 Epoch 9/10... Discriminator Loss: 0.223016... Generator Loss: 2.533617 Epoch 9/10... Discriminator Loss: 0.408272... Generator Loss: 1.971515 Epoch 9/10... Discriminator Loss: 0.251256... Generator Loss: 2.309390 Epoch 9/10... Discriminator Loss: 0.212211... Generator Loss: 2.906397 Epoch 9/10... Discriminator Loss: 0.177415... Generator Loss: 2.755984 Epoch 9/10... Discriminator Loss: 0.132199... Generator Loss: 2.909535 Epoch 9/10... Discriminator Loss: 0.109849... Generator Loss: 2.999597 Epoch 9/10... Discriminator Loss: 0.047577... Generator Loss: 4.280006 Epoch 9/10... Discriminator Loss: 0.194452... Generator Loss: 2.439651
Epoch 9/10... Discriminator Loss: 0.708887... Generator Loss: 1.640875 Epoch 9/10... Discriminator Loss: 0.463415... Generator Loss: 1.753109 Epoch 9/10... Discriminator Loss: 0.008997... Generator Loss: 6.117881 Epoch 9/10... Discriminator Loss: 0.214456... Generator Loss: 2.635379 Epoch 9/10... Discriminator Loss: 0.041197... Generator Loss: 7.860929 Epoch 9/10... Discriminator Loss: 0.131574... Generator Loss: 3.079378 Epoch 9/10... Discriminator Loss: 0.068392... Generator Loss: 3.732213 Epoch 9/10... Discriminator Loss: 0.041632... Generator Loss: 4.690681 Epoch 9/10... Discriminator Loss: 0.029239... Generator Loss: 4.750803 Epoch 9/10... Discriminator Loss: 0.249760... Generator Loss: 9.514034
Epoch 9/10... Discriminator Loss: 0.023177... Generator Loss: 6.111752 Epoch 9/10... Discriminator Loss: 0.246176... Generator Loss: 2.564425 Epoch 9/10... Discriminator Loss: 0.237161... Generator Loss: 8.125485 Epoch 9/10... Discriminator Loss: 3.547820... Generator Loss: 9.855767 Epoch 9/10... Discriminator Loss: 0.271003... Generator Loss: 4.403866 Epoch 9/10... Discriminator Loss: 0.502187... Generator Loss: 6.324037 Epoch 9/10... Discriminator Loss: 0.281361... Generator Loss: 3.122377 Epoch 9/10... Discriminator Loss: 1.603129... Generator Loss: 0.967604 Epoch 9/10... Discriminator Loss: 0.837532... Generator Loss: 1.030154 Epoch 9/10... Discriminator Loss: 0.279477... Generator Loss: 2.635447
Epoch 9/10... Discriminator Loss: 0.050387... Generator Loss: 5.607691 Epoch 9/10... Discriminator Loss: 0.193295... Generator Loss: 3.122807 Epoch 9/10... Discriminator Loss: 0.258806... Generator Loss: 11.847563 Epoch 9/10... Discriminator Loss: 0.164928... Generator Loss: 2.939425 Epoch 9/10... Discriminator Loss: 0.061089... Generator Loss: 5.890100 Epoch 9/10... Discriminator Loss: 0.063147... Generator Loss: 4.277006 Epoch 9/10... Discriminator Loss: 0.165752... Generator Loss: 2.887012 Epoch 9/10... Discriminator Loss: 0.129533... Generator Loss: 3.362381 Epoch 9/10... Discriminator Loss: 0.117070... Generator Loss: 3.828486 Epoch 9/10... Discriminator Loss: 0.068940... Generator Loss: 5.900918
Epoch 9/10... Discriminator Loss: 0.031024... Generator Loss: 5.448600 Epoch 9/10... Discriminator Loss: 1.444565... Generator Loss: 0.740280 Epoch 9/10... Discriminator Loss: 0.013345... Generator Loss: 6.161549 Epoch 9/10... Discriminator Loss: 0.078272... Generator Loss: 3.779768 Epoch 9/10... Discriminator Loss: 0.089830... Generator Loss: 4.193827 Epoch 9/10... Discriminator Loss: 0.321302... Generator Loss: 2.203588 Epoch 9/10... Discriminator Loss: 0.263753... Generator Loss: 2.141355 Epoch 9/10... Discriminator Loss: 0.039753... Generator Loss: 7.148967 Epoch 9/10... Discriminator Loss: 0.035207... Generator Loss: 5.046414 Epoch 9/10... Discriminator Loss: 0.112941... Generator Loss: 5.624065
Epoch 9/10... Discriminator Loss: 0.030432... Generator Loss: 8.037310 Epoch 9/10... Discriminator Loss: 0.056937... Generator Loss: 4.382345 Epoch 9/10... Discriminator Loss: 1.728288... Generator Loss: 0.425982 Epoch 9/10... Discriminator Loss: 2.935745... Generator Loss: 0.293299 Epoch 9/10... Discriminator Loss: 0.547653... Generator Loss: 2.363314 Epoch 9/10... Discriminator Loss: 0.165735... Generator Loss: 3.709419 Epoch 9/10... Discriminator Loss: 0.153048... Generator Loss: 3.369256 Epoch 9/10... Discriminator Loss: 0.175979... Generator Loss: 3.395597 Epoch 9/10... Discriminator Loss: 0.014665... Generator Loss: 6.592526 Epoch 9/10... Discriminator Loss: 0.122852... Generator Loss: 3.356843
Epoch 9/10... Discriminator Loss: 0.541924... Generator Loss: 1.534306 Epoch 9/10... Discriminator Loss: 0.244529... Generator Loss: 2.714281 Epoch 9/10... Discriminator Loss: 0.173934... Generator Loss: 3.847277 Epoch 9/10... Discriminator Loss: 0.244774... Generator Loss: 2.734168 Epoch 9/10... Discriminator Loss: 0.096648... Generator Loss: 3.614303 Epoch 9/10... Discriminator Loss: 0.078984... Generator Loss: 4.380518 Epoch 9/10... Discriminator Loss: 0.074372... Generator Loss: 4.127141 Epoch 9/10... Discriminator Loss: 0.103881... Generator Loss: 3.398968 Epoch 9/10... Discriminator Loss: 0.190565... Generator Loss: 12.831892 Epoch 9/10... Discriminator Loss: 0.839909... Generator Loss: 1.245781
Epoch 9/10... Discriminator Loss: 0.066707... Generator Loss: 4.470627 Epoch 9/10... Discriminator Loss: 0.078425... Generator Loss: 4.264334 Epoch 9/10... Discriminator Loss: 0.124763... Generator Loss: 4.168903 Epoch 9/10... Discriminator Loss: 0.047650... Generator Loss: 4.599024 Epoch 9/10... Discriminator Loss: 0.364460... Generator Loss: 2.135970 Epoch 9/10... Discriminator Loss: 0.060687... Generator Loss: 4.227262 Epoch 9/10... Discriminator Loss: 0.378156... Generator Loss: 2.027158 Epoch 9/10... Discriminator Loss: 0.152864... Generator Loss: 4.426881 Epoch 9/10... Discriminator Loss: 0.016346... Generator Loss: 7.096309 Epoch 9/10... Discriminator Loss: 0.191292... Generator Loss: 2.965521
Epoch 9/10... Discriminator Loss: 2.585890... Generator Loss: 12.254414 Epoch 9/10... Discriminator Loss: 0.447153... Generator Loss: 2.552519 Epoch 9/10... Discriminator Loss: 0.253370... Generator Loss: 6.231674 Epoch 9/10... Discriminator Loss: 0.089854... Generator Loss: 4.278317 Epoch 9/10... Discriminator Loss: 0.618315... Generator Loss: 1.740310 Epoch 9/10... Discriminator Loss: 0.787198... Generator Loss: 1.518852 Epoch 9/10... Discriminator Loss: 0.030528... Generator Loss: 5.697300 Epoch 9/10... Discriminator Loss: 0.069351... Generator Loss: 4.386849 Epoch 9/10... Discriminator Loss: 0.365600... Generator Loss: 2.155221 Epoch 9/10... Discriminator Loss: 0.045900... Generator Loss: 4.202427
Epoch 9/10... Discriminator Loss: 0.059718... Generator Loss: 4.270958 Epoch 9/10... Discriminator Loss: 0.428726... Generator Loss: 2.260954 Epoch 9/10... Discriminator Loss: 0.814638... Generator Loss: 1.470525 Epoch 9/10... Discriminator Loss: 0.675838... Generator Loss: 1.428243 Epoch 9/10... Discriminator Loss: 0.013298... Generator Loss: 6.468242 Epoch 9/10... Discriminator Loss: 0.278423... Generator Loss: 2.229969 Epoch 9/10... Discriminator Loss: 0.110929... Generator Loss: 4.363101 Epoch 9/10... Discriminator Loss: 0.466603... Generator Loss: 1.906768 Epoch 9/10... Discriminator Loss: 0.377850... Generator Loss: 2.054023 Epoch 9/10... Discriminator Loss: 0.182826... Generator Loss: 2.901866
Epoch 9/10... Discriminator Loss: 0.381864... Generator Loss: 1.682447 Epoch 9/10... Discriminator Loss: 0.142324... Generator Loss: 3.468881 Epoch 9/10... Discriminator Loss: 0.368260... Generator Loss: 7.250714 Epoch 9/10... Discriminator Loss: 0.292162... Generator Loss: 2.956062 Epoch 9/10... Discriminator Loss: 0.141162... Generator Loss: 7.716864 Epoch 9/10... Discriminator Loss: 0.086231... Generator Loss: 3.405617 Epoch 9/10... Discriminator Loss: 0.170113... Generator Loss: 3.722216 Epoch 9/10... Discriminator Loss: 0.576416... Generator Loss: 1.674407 Epoch 9/10... Discriminator Loss: 0.125050... Generator Loss: 2.918094 Epoch 9/10... Discriminator Loss: 0.260240... Generator Loss: 5.705077
Epoch 9/10... Discriminator Loss: 0.151751... Generator Loss: 3.097915 Epoch 9/10... Discriminator Loss: 0.346559... Generator Loss: 2.314282 Epoch 9/10... Discriminator Loss: 0.914579... Generator Loss: 1.381116 Epoch 9/10... Discriminator Loss: 0.405678... Generator Loss: 2.393376 Epoch 9/10... Discriminator Loss: 0.068053... Generator Loss: 6.436943 Epoch 9/10... Discriminator Loss: 1.974921... Generator Loss: 0.453279 Epoch 9/10... Discriminator Loss: 0.076775... Generator Loss: 4.255552 Epoch 9/10... Discriminator Loss: 0.808887... Generator Loss: 1.257539 Epoch 9/10... Discriminator Loss: 0.072519... Generator Loss: 6.524987 Epoch 9/10... Discriminator Loss: 0.068797... Generator Loss: 3.854657
Epoch 9/10... Discriminator Loss: 0.233331... Generator Loss: 6.760715 Epoch 9/10... Discriminator Loss: 0.313253... Generator Loss: 8.165436 Epoch 9/10... Discriminator Loss: 0.415043... Generator Loss: 2.255365 Epoch 9/10... Discriminator Loss: 1.050510... Generator Loss: 0.979088 Epoch 9/10... Discriminator Loss: 0.525751... Generator Loss: 1.833455 Epoch 9/10... Discriminator Loss: 0.021181... Generator Loss: 5.908210 Epoch 9/10... Discriminator Loss: 0.195298... Generator Loss: 3.205679 Epoch 9/10... Discriminator Loss: 0.041535... Generator Loss: 4.666927 Epoch 9/10... Discriminator Loss: 0.144269... Generator Loss: 3.318259 Epoch 9/10... Discriminator Loss: 0.066470... Generator Loss: 4.219018
Epoch 9/10... Discriminator Loss: 0.423199... Generator Loss: 1.865849 Epoch 9/10... Discriminator Loss: 0.047447... Generator Loss: 4.936015 Epoch 9/10... Discriminator Loss: 0.289210... Generator Loss: 2.535384 Epoch 9/10... Discriminator Loss: 0.081747... Generator Loss: 3.843713 Epoch 9/10... Discriminator Loss: 0.108182... Generator Loss: 4.542851 Epoch 9/10... Discriminator Loss: 0.234384... Generator Loss: 2.908444 Epoch 9/10... Discriminator Loss: 1.356038... Generator Loss: 0.846461 Epoch 9/10... Discriminator Loss: 0.478808... Generator Loss: 1.683848 Epoch 9/10... Discriminator Loss: 0.251634... Generator Loss: 2.838500 Epoch 9/10... Discriminator Loss: 0.038427... Generator Loss: 4.591553
Epoch 9/10... Discriminator Loss: 0.560225... Generator Loss: 1.696134 Epoch 9/10... Discriminator Loss: 0.185388... Generator Loss: 2.687938 Epoch 9/10... Discriminator Loss: 0.293689... Generator Loss: 2.178742 Epoch 9/10... Discriminator Loss: 0.126020... Generator Loss: 3.393330 Epoch 9/10... Discriminator Loss: 0.097947... Generator Loss: 3.425188 Epoch 9/10... Discriminator Loss: 0.090293... Generator Loss: 3.796273 Epoch 9/10... Discriminator Loss: 0.038639... Generator Loss: 8.053036 Epoch 9/10... Discriminator Loss: 0.087687... Generator Loss: 3.857916 Epoch 9/10... Discriminator Loss: 0.068008... Generator Loss: 4.822116 Epoch 9/10... Discriminator Loss: 0.094221... Generator Loss: 3.596220
Epoch 9/10... Discriminator Loss: 0.185556... Generator Loss: 2.644051 Epoch 9/10... Discriminator Loss: 0.309604... Generator Loss: 2.148101 Epoch 9/10... Discriminator Loss: 0.132208... Generator Loss: 3.611217 Epoch 9/10... Discriminator Loss: 0.049556... Generator Loss: 5.152513 Epoch 9/10... Discriminator Loss: 0.094117... Generator Loss: 4.043939 Epoch 9/10... Discriminator Loss: 0.196957... Generator Loss: 3.130786 Epoch 9/10... Discriminator Loss: 1.882632... Generator Loss: 14.980856 Epoch 9/10... Discriminator Loss: 0.328017... Generator Loss: 2.170555 Epoch 9/10... Discriminator Loss: 0.114976... Generator Loss: 3.711654 Epoch 9/10... Discriminator Loss: 0.096210... Generator Loss: 3.515895
Epoch 9/10... Discriminator Loss: 0.023720... Generator Loss: 7.128397 Epoch 9/10... Discriminator Loss: 0.083710... Generator Loss: 5.075720 Epoch 9/10... Discriminator Loss: 2.464632... Generator Loss: 0.216253 Epoch 9/10... Discriminator Loss: 0.148452... Generator Loss: 3.359420 Epoch 9/10... Discriminator Loss: 2.252782... Generator Loss: 0.312805 Epoch 9/10... Discriminator Loss: 2.060797... Generator Loss: 9.466688 Epoch 9/10... Discriminator Loss: 0.573876... Generator Loss: 1.961510 Epoch 9/10... Discriminator Loss: 0.584563... Generator Loss: 1.639334 Epoch 9/10... Discriminator Loss: 1.782050... Generator Loss: 0.727313 Epoch 9/10... Discriminator Loss: 1.331473... Generator Loss: 1.046726
Epoch 9/10... Discriminator Loss: 0.277647... Generator Loss: 2.693523 Epoch 9/10... Discriminator Loss: 0.401997... Generator Loss: 2.127429 Epoch 9/10... Discriminator Loss: 0.150164... Generator Loss: 2.782472 Epoch 9/10... Discriminator Loss: 0.050381... Generator Loss: 4.433912 Epoch 9/10... Discriminator Loss: 0.042928... Generator Loss: 4.435678 Epoch 9/10... Discriminator Loss: 0.505939... Generator Loss: 1.747489 Epoch 9/10... Discriminator Loss: 0.076901... Generator Loss: 4.253528 Epoch 9/10... Discriminator Loss: 0.176106... Generator Loss: 2.830141 Epoch 9/10... Discriminator Loss: 0.036768... Generator Loss: 4.915567 Epoch 9/10... Discriminator Loss: 0.197029... Generator Loss: 4.725075
Epoch 9/10... Discriminator Loss: 0.185784... Generator Loss: 3.640525 Epoch 9/10... Discriminator Loss: 0.016720... Generator Loss: 7.007655 Epoch 9/10... Discriminator Loss: 0.605317... Generator Loss: 1.915646 Epoch 9/10... Discriminator Loss: 0.832908... Generator Loss: 1.398597 Epoch 9/10... Discriminator Loss: 0.711445... Generator Loss: 1.658643 Epoch 9/10... Discriminator Loss: 0.399136... Generator Loss: 2.163502 Epoch 9/10... Discriminator Loss: 0.746884... Generator Loss: 1.254411 Epoch 9/10... Discriminator Loss: 0.273037... Generator Loss: 2.726597 Epoch 9/10... Discriminator Loss: 0.314850... Generator Loss: 2.306615 Epoch 9/10... Discriminator Loss: 0.164629... Generator Loss: 3.147795
Epoch 9/10... Discriminator Loss: 0.089955... Generator Loss: 4.340027 Epoch 9/10... Discriminator Loss: 0.420145... Generator Loss: 1.949198 Epoch 9/10... Discriminator Loss: 0.610709... Generator Loss: 1.522178 Epoch 9/10... Discriminator Loss: 0.073668... Generator Loss: 4.017575 Epoch 9/10... Discriminator Loss: 0.153337... Generator Loss: 3.601366 Epoch 9/10... Discriminator Loss: 0.093326... Generator Loss: 3.903147 Epoch 9/10... Discriminator Loss: 0.072854... Generator Loss: 3.875785 Epoch 9/10... Discriminator Loss: 0.018255... Generator Loss: 5.977396 Epoch 9/10... Discriminator Loss: 0.262469... Generator Loss: 2.134113 Epoch 9/10... Discriminator Loss: 0.019703... Generator Loss: 5.992858
Epoch 9/10... Discriminator Loss: 0.220547... Generator Loss: 2.569836 Epoch 9/10... Discriminator Loss: 0.025487... Generator Loss: 6.427232 Epoch 9/10... Discriminator Loss: 0.164933... Generator Loss: 3.446518 Epoch 9/10... Discriminator Loss: 0.108080... Generator Loss: 3.507040 Epoch 9/10... Discriminator Loss: 0.239956... Generator Loss: 2.491366 Epoch 9/10... Discriminator Loss: 0.192919... Generator Loss: 2.830908 Epoch 9/10... Discriminator Loss: 0.251339... Generator Loss: 2.319936 Epoch 9/10... Discriminator Loss: 0.067085... Generator Loss: 4.018411 Epoch 9/10... Discriminator Loss: 0.288622... Generator Loss: 2.482764 Epoch 9/10... Discriminator Loss: 0.312389... Generator Loss: 2.571665
Epoch 9/10... Discriminator Loss: 0.036841... Generator Loss: 5.046439 Epoch 9/10... Discriminator Loss: 0.138938... Generator Loss: 3.143447 Epoch 9/10... Discriminator Loss: 0.135840... Generator Loss: 2.689514 Epoch 9/10... Discriminator Loss: 0.643699... Generator Loss: 1.738815 Epoch 9/10... Discriminator Loss: 0.340807... Generator Loss: 2.203587 Epoch 9/10... Discriminator Loss: 0.309135... Generator Loss: 2.274911 Epoch 9/10... Discriminator Loss: 0.527977... Generator Loss: 1.727207 Epoch 9/10... Discriminator Loss: 0.311689... Generator Loss: 2.636612 Epoch 9/10... Discriminator Loss: 0.023816... Generator Loss: 7.353071 Epoch 9/10... Discriminator Loss: 0.312538... Generator Loss: 2.327294
Epoch 9/10... Discriminator Loss: 0.077158... Generator Loss: 4.719535 Epoch 9/10... Discriminator Loss: 0.063028... Generator Loss: 4.612963 Epoch 9/10... Discriminator Loss: 0.030388... Generator Loss: 4.816870 Epoch 9/10... Discriminator Loss: 1.392385... Generator Loss: 12.214262 Epoch 9/10... Discriminator Loss: 0.133639... Generator Loss: 3.767389 Epoch 9/10... Discriminator Loss: 1.007590... Generator Loss: 1.509744 Epoch 9/10... Discriminator Loss: 1.472447... Generator Loss: 0.784419 Epoch 9/10... Discriminator Loss: 2.296795... Generator Loss: 0.588222 Epoch 9/10... Discriminator Loss: 2.084591... Generator Loss: 0.905807 Epoch 9/10... Discriminator Loss: 0.214717... Generator Loss: 3.603303
Epoch 9/10... Discriminator Loss: 0.185505... Generator Loss: 3.308345 Epoch 9/10... Discriminator Loss: 0.055227... Generator Loss: 4.578990 Epoch 9/10... Discriminator Loss: 1.650158... Generator Loss: 0.952120 Epoch 9/10... Discriminator Loss: 0.265172... Generator Loss: 2.563966 Epoch 9/10... Discriminator Loss: 0.609919... Generator Loss: 2.255994 Epoch 9/10... Discriminator Loss: 0.043910... Generator Loss: 7.943482 Epoch 9/10... Discriminator Loss: 0.418670... Generator Loss: 2.209252 Epoch 9/10... Discriminator Loss: 0.273639... Generator Loss: 2.821218 Epoch 9/10... Discriminator Loss: 0.151536... Generator Loss: 3.360257 Epoch 9/10... Discriminator Loss: 0.115148... Generator Loss: 4.028928
Epoch 9/10... Discriminator Loss: 0.031586... Generator Loss: 8.386765 Epoch 9/10... Discriminator Loss: 1.134807... Generator Loss: 0.962333 Epoch 9/10... Discriminator Loss: 0.398914... Generator Loss: 2.203843 Epoch 9/10... Discriminator Loss: 0.358309... Generator Loss: 2.171218 Epoch 9/10... Discriminator Loss: 0.227635... Generator Loss: 2.676799 Epoch 9/10... Discriminator Loss: 0.179875... Generator Loss: 3.232049 Epoch 9/10... Discriminator Loss: 0.119068... Generator Loss: 3.553499 Epoch 9/10... Discriminator Loss: 0.234406... Generator Loss: 2.846756 Epoch 9/10... Discriminator Loss: 0.520838... Generator Loss: 1.583632 Epoch 9/10... Discriminator Loss: 0.026862... Generator Loss: 5.512865
Epoch 9/10... Discriminator Loss: 0.486734... Generator Loss: 1.719870 Epoch 9/10... Discriminator Loss: 0.012332... Generator Loss: 6.658387 Epoch 9/10... Discriminator Loss: 0.024622... Generator Loss: 6.253875 Epoch 9/10... Discriminator Loss: 0.168123... Generator Loss: 3.325718 Epoch 9/10... Discriminator Loss: 0.124558... Generator Loss: 3.387721 Epoch 9/10... Discriminator Loss: 0.545025... Generator Loss: 1.806268 Epoch 9/10... Discriminator Loss: 0.307660... Generator Loss: 2.580918 Epoch 9/10... Discriminator Loss: 0.365412... Generator Loss: 1.787221 Epoch 9/10... Discriminator Loss: 0.171137... Generator Loss: 3.271645 Epoch 9/10... Discriminator Loss: 1.368229... Generator Loss: 0.778967
Epoch 9/10... Discriminator Loss: 0.068755... Generator Loss: 4.705060 Epoch 9/10... Discriminator Loss: 0.040838... Generator Loss: 5.736136 Epoch 9/10... Discriminator Loss: 0.014293... Generator Loss: 5.626840 Epoch 9/10... Discriminator Loss: 0.027866... Generator Loss: 5.311991 Epoch 9/10... Discriminator Loss: 0.210448... Generator Loss: 2.581327 Epoch 9/10... Discriminator Loss: 0.102045... Generator Loss: 3.885133 Epoch 9/10... Discriminator Loss: 0.368892... Generator Loss: 2.098727 Epoch 9/10... Discriminator Loss: 0.072673... Generator Loss: 3.781064 Epoch 9/10... Discriminator Loss: 0.036508... Generator Loss: 7.111972 Epoch 9/10... Discriminator Loss: 0.735466... Generator Loss: 1.572009
Epoch 9/10... Discriminator Loss: 0.120800... Generator Loss: 3.528508 Epoch 9/10... Discriminator Loss: 0.043500... Generator Loss: 5.097340 Epoch 9/10... Discriminator Loss: 0.067552... Generator Loss: 4.302719 Epoch 9/10... Discriminator Loss: 0.056780... Generator Loss: 4.129095 Epoch 9/10... Discriminator Loss: 0.048207... Generator Loss: 4.659907 Epoch 9/10... Discriminator Loss: 0.029263... Generator Loss: 6.081624 Epoch 9/10... Discriminator Loss: 0.459091... Generator Loss: 1.420014 Epoch 9/10... Discriminator Loss: 0.042468... Generator Loss: 6.175052 Epoch 9/10... Discriminator Loss: 0.061287... Generator Loss: 4.324031 Epoch 9/10... Discriminator Loss: 0.792672... Generator Loss: 1.418042
Epoch 9/10... Discriminator Loss: 0.878817... Generator Loss: 1.343553 Epoch 9/10... Discriminator Loss: 0.259894... Generator Loss: 2.514652 Epoch 9/10... Discriminator Loss: 0.111170... Generator Loss: 3.231351 Epoch 9/10... Discriminator Loss: 0.093452... Generator Loss: 3.378255 Epoch 9/10... Discriminator Loss: 0.383209... Generator Loss: 2.020614 Epoch 9/10... Discriminator Loss: 0.032095... Generator Loss: 5.313317 Epoch 9/10... Discriminator Loss: 0.121898... Generator Loss: 4.431573 Epoch 9/10... Discriminator Loss: 0.027509... Generator Loss: 6.813319 Epoch 9/10... Discriminator Loss: 0.676769... Generator Loss: 1.850208 Epoch 9/10... Discriminator Loss: 0.483995... Generator Loss: 2.408315
Epoch 9/10... Discriminator Loss: 0.203742... Generator Loss: 2.838419 Epoch 9/10... Discriminator Loss: 0.015988... Generator Loss: 8.283060 Epoch 9/10... Discriminator Loss: 0.256933... Generator Loss: 2.925570 Epoch 9/10... Discriminator Loss: 2.310712... Generator Loss: 17.356773 Epoch 9/10... Discriminator Loss: 1.531601... Generator Loss: 5.264427 Epoch 9/10... Discriminator Loss: 1.253791... Generator Loss: 2.034346 Epoch 9/10... Discriminator Loss: 1.740720... Generator Loss: 8.839542 Epoch 9/10... Discriminator Loss: 2.410222... Generator Loss: 0.807907 Epoch 9/10... Discriminator Loss: 1.149090... Generator Loss: 3.853060 Epoch 9/10... Discriminator Loss: 0.482239... Generator Loss: 4.224434
Epoch 9/10... Discriminator Loss: 0.743689... Generator Loss: 1.623173 Epoch 9/10... Discriminator Loss: 0.357663... Generator Loss: 2.933951 Epoch 9/10... Discriminator Loss: 0.687858... Generator Loss: 1.657008 Epoch 9/10... Discriminator Loss: 0.375905... Generator Loss: 1.842234 Epoch 9/10... Discriminator Loss: 0.469083... Generator Loss: 1.860367 Epoch 9/10... Discriminator Loss: 0.104597... Generator Loss: 3.881844 Epoch 9/10... Discriminator Loss: 0.257303... Generator Loss: 5.138484 Epoch 9/10... Discriminator Loss: 0.941471... Generator Loss: 1.247054 Epoch 9/10... Discriminator Loss: 0.214288... Generator Loss: 2.753365 Epoch 9/10... Discriminator Loss: 0.077070... Generator Loss: 4.150281
Epoch 9/10... Discriminator Loss: 0.312278... Generator Loss: 9.923392 Epoch 9/10... Discriminator Loss: 0.266637... Generator Loss: 2.361953 Epoch 9/10... Discriminator Loss: 0.020592... Generator Loss: 10.819759 Epoch 9/10... Discriminator Loss: 0.648822... Generator Loss: 1.497064 Epoch 9/10... Discriminator Loss: 0.177229... Generator Loss: 3.149722 Epoch 9/10... Discriminator Loss: 2.000591... Generator Loss: 0.559758 Epoch 9/10... Discriminator Loss: 0.191081... Generator Loss: 3.111102 Epoch 9/10... Discriminator Loss: 0.074585... Generator Loss: 3.689086 Epoch 9/10... Discriminator Loss: 0.146900... Generator Loss: 7.487856 Epoch 9/10... Discriminator Loss: 0.057954... Generator Loss: 3.972894
Epoch 9/10... Discriminator Loss: 0.138157... Generator Loss: 3.277342 Epoch 9/10... Discriminator Loss: 0.047494... Generator Loss: 4.835453 Epoch 9/10... Discriminator Loss: 0.061320... Generator Loss: 4.199597 Epoch 9/10... Discriminator Loss: 0.162324... Generator Loss: 2.981669 Epoch 9/10... Discriminator Loss: 0.215932... Generator Loss: 3.285668 Epoch 9/10... Discriminator Loss: 0.385982... Generator Loss: 3.309721 Epoch 9/10... Discriminator Loss: 1.565840... Generator Loss: 0.741666 Epoch 9/10... Discriminator Loss: 0.037692... Generator Loss: 4.951262 Epoch 9/10... Discriminator Loss: 0.248646... Generator Loss: 2.875432 Epoch 9/10... Discriminator Loss: 0.015276... Generator Loss: 5.893529
Epoch 9/10... Discriminator Loss: 0.142226... Generator Loss: 3.190746 Epoch 9/10... Discriminator Loss: 0.485942... Generator Loss: 2.248634 Epoch 9/10... Discriminator Loss: 1.300621... Generator Loss: 0.763861 Epoch 9/10... Discriminator Loss: 0.275118... Generator Loss: 2.583338 Epoch 9/10... Discriminator Loss: 0.539793... Generator Loss: 1.420002 Epoch 9/10... Discriminator Loss: 0.684368... Generator Loss: 1.338879 Epoch 9/10... Discriminator Loss: 0.104241... Generator Loss: 4.206693 Epoch 9/10... Discriminator Loss: 0.012964... Generator Loss: 6.610301 Epoch 9/10... Discriminator Loss: 0.076622... Generator Loss: 3.897194 Epoch 9/10... Discriminator Loss: 0.357504... Generator Loss: 2.478992
Epoch 9/10... Discriminator Loss: 0.080078... Generator Loss: 3.604585 Epoch 9/10... Discriminator Loss: 0.030008... Generator Loss: 5.559872 Epoch 9/10... Discriminator Loss: 0.092803... Generator Loss: 3.731834 Epoch 9/10... Discriminator Loss: 0.244160... Generator Loss: 2.430350 Epoch 9/10... Discriminator Loss: 0.089590... Generator Loss: 4.597236 Epoch 10/10... Discriminator Loss: 0.471927... Generator Loss: 1.736906 Epoch 10/10... Discriminator Loss: 0.043214... Generator Loss: 4.431658 Epoch 10/10... Discriminator Loss: 0.113380... Generator Loss: 3.664232 Epoch 10/10... Discriminator Loss: 0.011990... Generator Loss: 6.305660 Epoch 10/10... Discriminator Loss: 0.005526... Generator Loss: 6.547952
Epoch 10/10... Discriminator Loss: 0.043414... Generator Loss: 4.167680 Epoch 10/10... Discriminator Loss: 0.191959... Generator Loss: 2.562005 Epoch 10/10... Discriminator Loss: 0.096410... Generator Loss: 4.700313 Epoch 10/10... Discriminator Loss: 0.135747... Generator Loss: 3.192148 Epoch 10/10... Discriminator Loss: 0.587676... Generator Loss: 1.540461 Epoch 10/10... Discriminator Loss: 0.272281... Generator Loss: 2.624772 Epoch 10/10... Discriminator Loss: 0.433667... Generator Loss: 2.173603 Epoch 10/10... Discriminator Loss: 0.114994... Generator Loss: 3.715000 Epoch 10/10... Discriminator Loss: 0.074455... Generator Loss: 4.040205 Epoch 10/10... Discriminator Loss: 0.030864... Generator Loss: 5.733614
Epoch 10/10... Discriminator Loss: 0.029466... Generator Loss: 5.293503 Epoch 10/10... Discriminator Loss: 0.044308... Generator Loss: 5.115806 Epoch 10/10... Discriminator Loss: 0.099149... Generator Loss: 3.981329 Epoch 10/10... Discriminator Loss: 0.029260... Generator Loss: 5.675150 Epoch 10/10... Discriminator Loss: 0.012386... Generator Loss: 5.490044 Epoch 10/10... Discriminator Loss: 0.018307... Generator Loss: 5.975738 Epoch 10/10... Discriminator Loss: 0.217640... Generator Loss: 2.555489 Epoch 10/10... Discriminator Loss: 0.101273... Generator Loss: 3.062569 Epoch 10/10... Discriminator Loss: 0.031502... Generator Loss: 4.885110 Epoch 10/10... Discriminator Loss: 0.038411... Generator Loss: 5.402678
Epoch 10/10... Discriminator Loss: 0.008212... Generator Loss: 6.539857 Epoch 10/10... Discriminator Loss: 0.076794... Generator Loss: 3.863423 Epoch 10/10... Discriminator Loss: 0.021336... Generator Loss: 5.576449 Epoch 10/10... Discriminator Loss: 0.062431... Generator Loss: 4.179465 Epoch 10/10... Discriminator Loss: 0.073547... Generator Loss: 3.903357 Epoch 10/10... Discriminator Loss: 2.682449... Generator Loss: 0.376517 Epoch 10/10... Discriminator Loss: 1.165699... Generator Loss: 1.790838 Epoch 10/10... Discriminator Loss: 1.202355... Generator Loss: 0.965683 Epoch 10/10... Discriminator Loss: 0.356636... Generator Loss: 2.082379 Epoch 10/10... Discriminator Loss: 0.053958... Generator Loss: 4.825984
Epoch 10/10... Discriminator Loss: 0.341872... Generator Loss: 2.113363 Epoch 10/10... Discriminator Loss: 0.237383... Generator Loss: 2.637564 Epoch 10/10... Discriminator Loss: 0.002040... Generator Loss: 9.245127 Epoch 10/10... Discriminator Loss: 0.012189... Generator Loss: 6.754590 Epoch 10/10... Discriminator Loss: 0.518862... Generator Loss: 2.094561 Epoch 10/10... Discriminator Loss: 0.667175... Generator Loss: 1.507208 Epoch 10/10... Discriminator Loss: 0.360732... Generator Loss: 2.146919 Epoch 10/10... Discriminator Loss: 0.345297... Generator Loss: 1.988045 Epoch 10/10... Discriminator Loss: 0.049564... Generator Loss: 4.500322 Epoch 10/10... Discriminator Loss: 0.396172... Generator Loss: 2.276971
Epoch 10/10... Discriminator Loss: 0.033462... Generator Loss: 4.965166 Epoch 10/10... Discriminator Loss: 8.500305... Generator Loss: 0.014389 Epoch 10/10... Discriminator Loss: 1.362899... Generator Loss: 8.289417 Epoch 10/10... Discriminator Loss: 0.466206... Generator Loss: 2.154691 Epoch 10/10... Discriminator Loss: 2.623567... Generator Loss: 0.300368 Epoch 10/10... Discriminator Loss: 0.464246... Generator Loss: 2.865458 Epoch 10/10... Discriminator Loss: 0.049389... Generator Loss: 5.493504 Epoch 10/10... Discriminator Loss: 1.010840... Generator Loss: 1.308937 Epoch 10/10... Discriminator Loss: 0.114580... Generator Loss: 3.726925 Epoch 10/10... Discriminator Loss: 0.184462... Generator Loss: 3.371790
Epoch 10/10... Discriminator Loss: 0.313225... Generator Loss: 2.711310 Epoch 10/10... Discriminator Loss: 0.071417... Generator Loss: 4.344086 Epoch 10/10... Discriminator Loss: 0.903175... Generator Loss: 1.096058 Epoch 10/10... Discriminator Loss: 0.404001... Generator Loss: 2.436638 Epoch 10/10... Discriminator Loss: 0.026649... Generator Loss: 6.669799 Epoch 10/10... Discriminator Loss: 0.062654... Generator Loss: 5.735441 Epoch 10/10... Discriminator Loss: 0.501667... Generator Loss: 2.112572 Epoch 10/10... Discriminator Loss: 0.052106... Generator Loss: 4.960847 Epoch 10/10... Discriminator Loss: 0.191876... Generator Loss: 2.821585 Epoch 10/10... Discriminator Loss: 1.306360... Generator Loss: 1.224144
Epoch 10/10... Discriminator Loss: 1.141909... Generator Loss: 1.017686 Epoch 10/10... Discriminator Loss: 0.522507... Generator Loss: 2.078391 Epoch 10/10... Discriminator Loss: 0.167366... Generator Loss: 2.781123 Epoch 10/10... Discriminator Loss: 0.141880... Generator Loss: 2.916313 Epoch 10/10... Discriminator Loss: 1.399255... Generator Loss: 0.971754 Epoch 10/10... Discriminator Loss: 0.036954... Generator Loss: 5.018646 Epoch 10/10... Discriminator Loss: 0.059602... Generator Loss: 4.445110 Epoch 10/10... Discriminator Loss: 0.015958... Generator Loss: 6.300949 Epoch 10/10... Discriminator Loss: 0.141376... Generator Loss: 3.597068 Epoch 10/10... Discriminator Loss: 0.221062... Generator Loss: 2.728446
Epoch 10/10... Discriminator Loss: 0.443852... Generator Loss: 1.777568 Epoch 10/10... Discriminator Loss: 0.380935... Generator Loss: 2.015034 Epoch 10/10... Discriminator Loss: 0.178455... Generator Loss: 2.731637 Epoch 10/10... Discriminator Loss: 0.040678... Generator Loss: 4.832997 Epoch 10/10... Discriminator Loss: 0.448101... Generator Loss: 1.836524 Epoch 10/10... Discriminator Loss: 0.079610... Generator Loss: 3.961124 Epoch 10/10... Discriminator Loss: 0.072782... Generator Loss: 5.270203 Epoch 10/10... Discriminator Loss: 0.197669... Generator Loss: 2.506801 Epoch 10/10... Discriminator Loss: 0.061329... Generator Loss: 4.282428 Epoch 10/10... Discriminator Loss: 0.053423... Generator Loss: 4.673811
Epoch 10/10... Discriminator Loss: 1.865218... Generator Loss: 9.084192 Epoch 10/10... Discriminator Loss: 0.159433... Generator Loss: 4.316769 Epoch 10/10... Discriminator Loss: 0.178064... Generator Loss: 3.584185 Epoch 10/10... Discriminator Loss: 0.777969... Generator Loss: 1.489509 Epoch 10/10... Discriminator Loss: 0.060190... Generator Loss: 4.615228 Epoch 10/10... Discriminator Loss: 0.151858... Generator Loss: 3.191919 Epoch 10/10... Discriminator Loss: 0.340142... Generator Loss: 2.389998 Epoch 10/10... Discriminator Loss: 2.583021... Generator Loss: 0.410786 Epoch 10/10... Discriminator Loss: 0.761713... Generator Loss: 3.874572 Epoch 10/10... Discriminator Loss: 0.278819... Generator Loss: 4.637844
Epoch 10/10... Discriminator Loss: 0.259009... Generator Loss: 2.898548 Epoch 10/10... Discriminator Loss: 0.090021... Generator Loss: 3.797940 Epoch 10/10... Discriminator Loss: 0.619433... Generator Loss: 11.932076 Epoch 10/10... Discriminator Loss: 0.626559... Generator Loss: 1.513115 Epoch 10/10... Discriminator Loss: 0.761172... Generator Loss: 1.583159 Epoch 10/10... Discriminator Loss: 0.071554... Generator Loss: 4.520733 Epoch 10/10... Discriminator Loss: 0.150226... Generator Loss: 2.712239 Epoch 10/10... Discriminator Loss: 0.111875... Generator Loss: 4.826061 Epoch 10/10... Discriminator Loss: 0.056776... Generator Loss: 4.226173 Epoch 10/10... Discriminator Loss: 0.193985... Generator Loss: 2.987745
Epoch 10/10... Discriminator Loss: 0.113779... Generator Loss: 3.710128 Epoch 10/10... Discriminator Loss: 0.105278... Generator Loss: 3.481091 Epoch 10/10... Discriminator Loss: 1.825719... Generator Loss: 0.545167 Epoch 10/10... Discriminator Loss: 1.263279... Generator Loss: 0.811691 Epoch 10/10... Discriminator Loss: 0.209992... Generator Loss: 2.904807 Epoch 10/10... Discriminator Loss: 0.283031... Generator Loss: 2.506630 Epoch 10/10... Discriminator Loss: 0.207734... Generator Loss: 2.837675 Epoch 10/10... Discriminator Loss: 0.176849... Generator Loss: 2.897802 Epoch 10/10... Discriminator Loss: 0.018119... Generator Loss: 4.978946 Epoch 10/10... Discriminator Loss: 0.215912... Generator Loss: 2.767680
Epoch 10/10... Discriminator Loss: 0.116893... Generator Loss: 3.393279 Epoch 10/10... Discriminator Loss: 0.037358... Generator Loss: 5.152281 Epoch 10/10... Discriminator Loss: 0.082191... Generator Loss: 3.949809 Epoch 10/10... Discriminator Loss: 0.083910... Generator Loss: 3.691903 Epoch 10/10... Discriminator Loss: 0.033704... Generator Loss: 4.917227 Epoch 10/10... Discriminator Loss: 0.072519... Generator Loss: 4.916680 Epoch 10/10... Discriminator Loss: 0.052697... Generator Loss: 4.527376 Epoch 10/10... Discriminator Loss: 0.156963... Generator Loss: 2.946595 Epoch 10/10... Discriminator Loss: 0.200446... Generator Loss: 3.807710 Epoch 10/10... Discriminator Loss: 0.142152... Generator Loss: 2.820210
Epoch 10/10... Discriminator Loss: 1.035517... Generator Loss: 1.192407 Epoch 10/10... Discriminator Loss: 0.930288... Generator Loss: 1.354268 Epoch 10/10... Discriminator Loss: 0.424506... Generator Loss: 1.929074 Epoch 10/10... Discriminator Loss: 0.028995... Generator Loss: 6.248918 Epoch 10/10... Discriminator Loss: 0.069088... Generator Loss: 4.917963 Epoch 10/10... Discriminator Loss: 0.059628... Generator Loss: 5.628047 Epoch 10/10... Discriminator Loss: 0.177306... Generator Loss: 2.658999 Epoch 10/10... Discriminator Loss: 0.043473... Generator Loss: 5.976717 Epoch 10/10... Discriminator Loss: 0.028187... Generator Loss: 5.434991 Epoch 10/10... Discriminator Loss: 0.672504... Generator Loss: 1.279643
Epoch 10/10... Discriminator Loss: 0.013791... Generator Loss: 6.017838 Epoch 10/10... Discriminator Loss: 0.189107... Generator Loss: 2.731682 Epoch 10/10... Discriminator Loss: 0.724448... Generator Loss: 1.488125 Epoch 10/10... Discriminator Loss: 0.034107... Generator Loss: 5.817959 Epoch 10/10... Discriminator Loss: 0.020616... Generator Loss: 6.188059 Epoch 10/10... Discriminator Loss: 2.011197... Generator Loss: 1.381876 Epoch 10/10... Discriminator Loss: 0.369388... Generator Loss: 4.267647 Epoch 10/10... Discriminator Loss: 1.503302... Generator Loss: 0.907902 Epoch 10/10... Discriminator Loss: 0.908555... Generator Loss: 1.435752 Epoch 10/10... Discriminator Loss: 0.108311... Generator Loss: 4.555924
Epoch 10/10... Discriminator Loss: 2.597891... Generator Loss: 0.302584 Epoch 10/10... Discriminator Loss: 0.345937... Generator Loss: 6.031417 Epoch 10/10... Discriminator Loss: 0.122606... Generator Loss: 3.481307 Epoch 10/10... Discriminator Loss: 0.111766... Generator Loss: 3.372041 Epoch 10/10... Discriminator Loss: 1.459942... Generator Loss: 0.859299 Epoch 10/10... Discriminator Loss: 0.168056... Generator Loss: 3.352697 Epoch 10/10... Discriminator Loss: 0.115073... Generator Loss: 3.345338 Epoch 10/10... Discriminator Loss: 0.091088... Generator Loss: 3.679752 Epoch 10/10... Discriminator Loss: 0.195796... Generator Loss: 2.872655 Epoch 10/10... Discriminator Loss: 0.093288... Generator Loss: 3.545965
Epoch 10/10... Discriminator Loss: 0.057886... Generator Loss: 4.255013 Epoch 10/10... Discriminator Loss: 2.809361... Generator Loss: 0.387660 Epoch 10/10... Discriminator Loss: 0.141539... Generator Loss: 3.910659 Epoch 10/10... Discriminator Loss: 0.066155... Generator Loss: 4.532002 Epoch 10/10... Discriminator Loss: 0.147480... Generator Loss: 3.317931 Epoch 10/10... Discriminator Loss: 0.889556... Generator Loss: 1.603699 Epoch 10/10... Discriminator Loss: 0.081428... Generator Loss: 4.427874 Epoch 10/10... Discriminator Loss: 0.575272... Generator Loss: 2.014485 Epoch 10/10... Discriminator Loss: 0.088447... Generator Loss: 4.706077 Epoch 10/10... Discriminator Loss: 0.935674... Generator Loss: 1.330215
Epoch 10/10... Discriminator Loss: 0.898817... Generator Loss: 1.296688 Epoch 10/10... Discriminator Loss: 0.011771... Generator Loss: 10.111158 Epoch 10/10... Discriminator Loss: 0.056743... Generator Loss: 5.834023 Epoch 10/10... Discriminator Loss: 0.571906... Generator Loss: 1.919258 Epoch 10/10... Discriminator Loss: 0.112508... Generator Loss: 4.195966 Epoch 10/10... Discriminator Loss: 0.393789... Generator Loss: 2.155209 Epoch 10/10... Discriminator Loss: 0.144116... Generator Loss: 3.185910 Epoch 10/10... Discriminator Loss: 0.353673... Generator Loss: 2.267885 Epoch 10/10... Discriminator Loss: 0.299383... Generator Loss: 2.793186 Epoch 10/10... Discriminator Loss: 0.078003... Generator Loss: 3.938962
Epoch 10/10... Discriminator Loss: 0.012993... Generator Loss: 6.238898 Epoch 10/10... Discriminator Loss: 0.013876... Generator Loss: 6.772090 Epoch 10/10... Discriminator Loss: 0.021319... Generator Loss: 11.626958 Epoch 10/10... Discriminator Loss: 0.015581... Generator Loss: 11.423264 Epoch 10/10... Discriminator Loss: 0.119481... Generator Loss: 2.979045 Epoch 10/10... Discriminator Loss: 0.374735... Generator Loss: 1.953527 Epoch 10/10... Discriminator Loss: 0.067168... Generator Loss: 9.327508 Epoch 10/10... Discriminator Loss: 0.149212... Generator Loss: 7.686237 Epoch 10/10... Discriminator Loss: 0.010178... Generator Loss: 6.148983 Epoch 10/10... Discriminator Loss: 0.035935... Generator Loss: 5.297892
Epoch 10/10... Discriminator Loss: 0.092054... Generator Loss: 3.600227 Epoch 10/10... Discriminator Loss: 0.101122... Generator Loss: 3.319938 Epoch 10/10... Discriminator Loss: 0.069841... Generator Loss: 4.110768 Epoch 10/10... Discriminator Loss: 0.123838... Generator Loss: 3.599188 Epoch 10/10... Discriminator Loss: 0.160584... Generator Loss: 3.488825 Epoch 10/10... Discriminator Loss: 0.066724... Generator Loss: 4.146803 Epoch 10/10... Discriminator Loss: 0.024996... Generator Loss: 5.987944 Epoch 10/10... Discriminator Loss: 0.016854... Generator Loss: 6.991723 Epoch 10/10... Discriminator Loss: 0.241144... Generator Loss: 2.738094 Epoch 10/10... Discriminator Loss: 0.680043... Generator Loss: 1.561855
Epoch 10/10... Discriminator Loss: 0.260902... Generator Loss: 2.769657 Epoch 10/10... Discriminator Loss: 2.884609... Generator Loss: 0.255998 Epoch 10/10... Discriminator Loss: 0.245061... Generator Loss: 2.869005 Epoch 10/10... Discriminator Loss: 0.894920... Generator Loss: 1.385147 Epoch 10/10... Discriminator Loss: 0.429451... Generator Loss: 4.796423 Epoch 10/10... Discriminator Loss: 2.028900... Generator Loss: 0.678749 Epoch 10/10... Discriminator Loss: 0.299666... Generator Loss: 2.703712 Epoch 10/10... Discriminator Loss: 0.096025... Generator Loss: 4.214689 Epoch 10/10... Discriminator Loss: 0.296006... Generator Loss: 2.625950 Epoch 10/10... Discriminator Loss: 0.075455... Generator Loss: 5.308806
Epoch 10/10... Discriminator Loss: 0.004222... Generator Loss: 7.377048 Epoch 10/10... Discriminator Loss: 0.127166... Generator Loss: 4.395750 Epoch 10/10... Discriminator Loss: 0.116116... Generator Loss: 3.191344 Epoch 10/10... Discriminator Loss: 0.009677... Generator Loss: 6.267917 Epoch 10/10... Discriminator Loss: 0.241096... Generator Loss: 2.307018 Epoch 10/10... Discriminator Loss: 0.099341... Generator Loss: 3.601463 Epoch 10/10... Discriminator Loss: 0.088657... Generator Loss: 4.113849 Epoch 10/10... Discriminator Loss: 0.190330... Generator Loss: 5.191072 Epoch 10/10... Discriminator Loss: 0.459434... Generator Loss: 2.002058 Epoch 10/10... Discriminator Loss: 0.028175... Generator Loss: 6.204754
Epoch 10/10... Discriminator Loss: 0.323991... Generator Loss: 2.362456 Epoch 10/10... Discriminator Loss: 0.371767... Generator Loss: 2.037071 Epoch 10/10... Discriminator Loss: 0.026126... Generator Loss: 5.243740 Epoch 10/10... Discriminator Loss: 0.481022... Generator Loss: 2.101000 Epoch 10/10... Discriminator Loss: 3.743352... Generator Loss: 0.069325 Epoch 10/10... Discriminator Loss: 0.128800... Generator Loss: 4.519363 Epoch 10/10... Discriminator Loss: 0.068824... Generator Loss: 5.268349 Epoch 10/10... Discriminator Loss: 0.577401... Generator Loss: 1.873960 Epoch 10/10... Discriminator Loss: 0.056667... Generator Loss: 4.552294 Epoch 10/10... Discriminator Loss: 0.102537... Generator Loss: 4.099886
Epoch 10/10... Discriminator Loss: 2.473957... Generator Loss: 0.348894 Epoch 10/10... Discriminator Loss: 0.271960... Generator Loss: 2.612299 Epoch 10/10... Discriminator Loss: 0.541741... Generator Loss: 5.314418 Epoch 10/10... Discriminator Loss: 0.048560... Generator Loss: 4.616762 Epoch 10/10... Discriminator Loss: 0.211556... Generator Loss: 3.625419 Epoch 10/10... Discriminator Loss: 0.160951... Generator Loss: 7.023273 Epoch 10/10... Discriminator Loss: 0.259696... Generator Loss: 2.710124 Epoch 10/10... Discriminator Loss: 0.885981... Generator Loss: 1.500413 Epoch 10/10... Discriminator Loss: 0.318029... Generator Loss: 2.331708 Epoch 10/10... Discriminator Loss: 0.208461... Generator Loss: 3.065645
Epoch 10/10... Discriminator Loss: 0.030136... Generator Loss: 6.697736 Epoch 10/10... Discriminator Loss: 0.430050... Generator Loss: 1.736941 Epoch 10/10... Discriminator Loss: 0.117517... Generator Loss: 3.317753 Epoch 10/10... Discriminator Loss: 0.131788... Generator Loss: 3.415484 Epoch 10/10... Discriminator Loss: 1.199269... Generator Loss: 0.877144 Epoch 10/10... Discriminator Loss: 0.017277... Generator Loss: 7.154175 Epoch 10/10... Discriminator Loss: 0.052003... Generator Loss: 3.938768 Epoch 10/10... Discriminator Loss: 0.132933... Generator Loss: 3.132143 Epoch 10/10... Discriminator Loss: 0.097668... Generator Loss: 3.795689 Epoch 10/10... Discriminator Loss: 0.257443... Generator Loss: 2.337716
Epoch 10/10... Discriminator Loss: 0.408881... Generator Loss: 1.901893 Epoch 10/10... Discriminator Loss: 0.214319... Generator Loss: 2.451684 Epoch 10/10... Discriminator Loss: 0.756750... Generator Loss: 1.568266 Epoch 10/10... Discriminator Loss: 0.434160... Generator Loss: 2.074951 Epoch 10/10... Discriminator Loss: 0.236871... Generator Loss: 2.579397 Epoch 10/10... Discriminator Loss: 1.117665... Generator Loss: 0.854049 Epoch 10/10... Discriminator Loss: 0.077188... Generator Loss: 4.635704 Epoch 10/10... Discriminator Loss: 0.068191... Generator Loss: 4.330809 Epoch 10/10... Discriminator Loss: 0.837711... Generator Loss: 1.528326 Epoch 10/10... Discriminator Loss: 0.085875... Generator Loss: 4.362367
Epoch 10/10... Discriminator Loss: 0.160876... Generator Loss: 8.322797 Epoch 10/10... Discriminator Loss: 0.029906... Generator Loss: 6.218789 Epoch 10/10... Discriminator Loss: 0.273787... Generator Loss: 2.321375 Epoch 10/10... Discriminator Loss: 0.214939... Generator Loss: 2.770659 Epoch 10/10... Discriminator Loss: 0.034805... Generator Loss: 8.510109 Epoch 10/10... Discriminator Loss: 1.637428... Generator Loss: 0.692232 Epoch 10/10... Discriminator Loss: 0.956246... Generator Loss: 1.132531 Epoch 10/10... Discriminator Loss: 0.343896... Generator Loss: 2.414828 Epoch 10/10... Discriminator Loss: 0.057210... Generator Loss: 4.527616 Epoch 10/10... Discriminator Loss: 0.063697... Generator Loss: 5.597062
Epoch 10/10... Discriminator Loss: 0.369461... Generator Loss: 2.185984 Epoch 10/10... Discriminator Loss: 0.487433... Generator Loss: 1.693940 Epoch 10/10... Discriminator Loss: 0.033610... Generator Loss: 6.352492 Epoch 10/10... Discriminator Loss: 0.244942... Generator Loss: 2.474261 Epoch 10/10... Discriminator Loss: 0.344099... Generator Loss: 2.238411 Epoch 10/10... Discriminator Loss: 0.248367... Generator Loss: 2.289275 Epoch 10/10... Discriminator Loss: 0.225812... Generator Loss: 2.925098 Epoch 10/10... Discriminator Loss: 0.144670... Generator Loss: 3.675694 Epoch 10/10... Discriminator Loss: 0.059300... Generator Loss: 6.849000 Epoch 10/10... Discriminator Loss: 0.039080... Generator Loss: 4.749987
Epoch 10/10... Discriminator Loss: 0.076474... Generator Loss: 3.701175 Epoch 10/10... Discriminator Loss: 0.292469... Generator Loss: 2.363986 Epoch 10/10... Discriminator Loss: 0.003149... Generator Loss: 7.336374 Epoch 10/10... Discriminator Loss: 0.118901... Generator Loss: 4.050119 Epoch 10/10... Discriminator Loss: 0.021477... Generator Loss: 5.212472 Epoch 10/10... Discriminator Loss: 0.040195... Generator Loss: 4.697043 Epoch 10/10... Discriminator Loss: 0.563097... Generator Loss: 1.699809 Epoch 10/10... Discriminator Loss: 0.066166... Generator Loss: 3.503117 Epoch 10/10... Discriminator Loss: 0.335107... Generator Loss: 2.048083 Epoch 10/10... Discriminator Loss: 0.214598... Generator Loss: 2.797527
Epoch 10/10... Discriminator Loss: 0.034083... Generator Loss: 4.933640 Epoch 10/10... Discriminator Loss: 0.052151... Generator Loss: 3.922211 Epoch 10/10... Discriminator Loss: 0.545542... Generator Loss: 2.161398 Epoch 10/10... Discriminator Loss: 0.018442... Generator Loss: 6.062940 Epoch 10/10... Discriminator Loss: 0.019394... Generator Loss: 5.387897 Epoch 10/10... Discriminator Loss: 0.043488... Generator Loss: 5.153890 Epoch 10/10... Discriminator Loss: 0.274692... Generator Loss: 2.486392 Epoch 10/10... Discriminator Loss: 0.008827... Generator Loss: 7.066672 Epoch 10/10... Discriminator Loss: 0.489206... Generator Loss: 1.645315 Epoch 10/10... Discriminator Loss: 0.416414... Generator Loss: 1.891006
Epoch 10/10... Discriminator Loss: 0.111829... Generator Loss: 3.008778 Epoch 10/10... Discriminator Loss: 0.006450... Generator Loss: 9.815604 Epoch 10/10... Discriminator Loss: 0.037640... Generator Loss: 5.267212 Epoch 10/10... Discriminator Loss: 0.708676... Generator Loss: 1.925152 Epoch 10/10... Discriminator Loss: 0.030661... Generator Loss: 5.884039 Epoch 10/10... Discriminator Loss: 0.708514... Generator Loss: 1.574021 Epoch 10/10... Discriminator Loss: 0.465804... Generator Loss: 1.856508 Epoch 10/10... Discriminator Loss: 0.021211... Generator Loss: 8.627612 Epoch 10/10... Discriminator Loss: 0.017573... Generator Loss: 6.379981 Epoch 10/10... Discriminator Loss: 0.006285... Generator Loss: 10.103327
Epoch 10/10... Discriminator Loss: 0.058862... Generator Loss: 3.689624 Epoch 10/10... Discriminator Loss: 0.030994... Generator Loss: 5.056148 Epoch 10/10... Discriminator Loss: 0.368166... Generator Loss: 2.567106 Epoch 10/10... Discriminator Loss: 0.066359... Generator Loss: 4.137651 Epoch 10/10... Discriminator Loss: 0.039926... Generator Loss: 4.245518 Epoch 10/10... Discriminator Loss: 0.323813... Generator Loss: 1.925047 Epoch 10/10... Discriminator Loss: 0.508309... Generator Loss: 1.667593 Epoch 10/10... Discriminator Loss: 0.101573... Generator Loss: 3.455652 Epoch 10/10... Discriminator Loss: 0.035484... Generator Loss: 5.731103 Epoch 10/10... Discriminator Loss: 0.013905... Generator Loss: 5.616914
Epoch 10/10... Discriminator Loss: 0.016532... Generator Loss: 7.203770 Epoch 10/10... Discriminator Loss: 0.555535... Generator Loss: 1.582674 Epoch 10/10... Discriminator Loss: 0.122306... Generator Loss: 3.254179 Epoch 10/10... Discriminator Loss: 4.759569... Generator Loss: 0.179835 Epoch 10/10... Discriminator Loss: 2.456679... Generator Loss: 3.740554 Epoch 10/10... Discriminator Loss: 1.549555... Generator Loss: 0.749990 Epoch 10/10... Discriminator Loss: 1.715874... Generator Loss: 3.607350 Epoch 10/10... Discriminator Loss: 1.532623... Generator Loss: 3.392729 Epoch 10/10... Discriminator Loss: 1.480295... Generator Loss: 0.800670 Epoch 10/10... Discriminator Loss: 1.164401... Generator Loss: 4.107972
Epoch 10/10... Discriminator Loss: 0.784427... Generator Loss: 3.024507 Epoch 10/10... Discriminator Loss: 1.307002... Generator Loss: 1.065319 Epoch 10/10... Discriminator Loss: 1.651374... Generator Loss: 6.532051 Epoch 10/10... Discriminator Loss: 0.484311... Generator Loss: 2.305547 Epoch 10/10... Discriminator Loss: 1.046356... Generator Loss: 2.505282 Epoch 10/10... Discriminator Loss: 1.015509... Generator Loss: 1.230614 Epoch 10/10... Discriminator Loss: 1.025030... Generator Loss: 5.066769 Epoch 10/10... Discriminator Loss: 0.373448... Generator Loss: 3.688029 Epoch 10/10... Discriminator Loss: 0.254229... Generator Loss: 5.513524 Epoch 10/10... Discriminator Loss: 0.542288... Generator Loss: 4.904505
Epoch 10/10... Discriminator Loss: 1.156499... Generator Loss: 1.091120 Epoch 10/10... Discriminator Loss: 0.515796... Generator Loss: 2.476306 Epoch 10/10... Discriminator Loss: 0.595615... Generator Loss: 2.182948 Epoch 10/10... Discriminator Loss: 0.254564... Generator Loss: 3.792052 Epoch 10/10... Discriminator Loss: 0.401147... Generator Loss: 2.024339 Epoch 10/10... Discriminator Loss: 0.128624... Generator Loss: 3.028369 Epoch 10/10... Discriminator Loss: 0.208440... Generator Loss: 3.065938 Epoch 10/10... Discriminator Loss: 0.141195... Generator Loss: 3.454919 Epoch 10/10... Discriminator Loss: 0.207289... Generator Loss: 2.988233 Epoch 10/10... Discriminator Loss: 0.031863... Generator Loss: 5.540804
Epoch 10/10... Discriminator Loss: 2.594201... Generator Loss: 0.342461 Epoch 10/10... Discriminator Loss: 0.078490... Generator Loss: 4.129394 Epoch 10/10... Discriminator Loss: 0.218786... Generator Loss: 2.910724 Epoch 10/10... Discriminator Loss: 0.022833... Generator Loss: 7.739661 Epoch 10/10... Discriminator Loss: 0.069590... Generator Loss: 4.358279 Epoch 10/10... Discriminator Loss: 1.104234... Generator Loss: 0.860229 Epoch 10/10... Discriminator Loss: 0.269393... Generator Loss: 2.668441 Epoch 10/10... Discriminator Loss: 0.155554... Generator Loss: 3.888901 Epoch 10/10... Discriminator Loss: 0.631283... Generator Loss: 1.655916 Epoch 10/10... Discriminator Loss: 0.173150... Generator Loss: 9.641300
Epoch 10/10... Discriminator Loss: 2.641919... Generator Loss: 0.234421 Epoch 10/10... Discriminator Loss: 0.330011... Generator Loss: 2.124383 Epoch 10/10... Discriminator Loss: 0.122672... Generator Loss: 3.223434 Epoch 10/10... Discriminator Loss: 0.148270... Generator Loss: 5.498076 Epoch 10/10... Discriminator Loss: 0.008900... Generator Loss: 9.514286 Epoch 10/10... Discriminator Loss: 0.068858... Generator Loss: 3.849413 Epoch 10/10... Discriminator Loss: 0.209440... Generator Loss: 3.001800 Epoch 10/10... Discriminator Loss: 0.080505... Generator Loss: 3.738754 Epoch 10/10... Discriminator Loss: 0.050648... Generator Loss: 4.226254 Epoch 10/10... Discriminator Loss: 0.509812... Generator Loss: 2.054206
Epoch 10/10... Discriminator Loss: 0.183989... Generator Loss: 3.051848 Epoch 10/10... Discriminator Loss: 0.196090... Generator Loss: 3.142254 Epoch 10/10... Discriminator Loss: 0.146893... Generator Loss: 4.739780 Epoch 10/10... Discriminator Loss: 0.321725... Generator Loss: 2.373146 Epoch 10/10... Discriminator Loss: 0.198739... Generator Loss: 2.849967 Epoch 10/10... Discriminator Loss: 0.262801... Generator Loss: 2.518182 Epoch 10/10... Discriminator Loss: 0.131460... Generator Loss: 3.433702 Epoch 10/10... Discriminator Loss: 0.014696... Generator Loss: 6.348500 Epoch 10/10... Discriminator Loss: 0.390227... Generator Loss: 1.763565 Epoch 10/10... Discriminator Loss: 0.030622... Generator Loss: 4.759737
Epoch 10/10... Discriminator Loss: 0.263893... Generator Loss: 2.693066 Epoch 10/10... Discriminator Loss: 0.129674... Generator Loss: 3.873812 Epoch 10/10... Discriminator Loss: 0.126656... Generator Loss: 3.587637 Epoch 10/10... Discriminator Loss: 2.974591... Generator Loss: 0.114642 Epoch 10/10... Discriminator Loss: 0.070866... Generator Loss: 3.527085 Epoch 10/10... Discriminator Loss: 0.183884... Generator Loss: 2.707083 Epoch 10/10... Discriminator Loss: 0.080840... Generator Loss: 3.906120 Epoch 10/10... Discriminator Loss: 0.358585... Generator Loss: 1.861527 Epoch 10/10... Discriminator Loss: 0.390095... Generator Loss: 2.270704 Epoch 10/10... Discriminator Loss: 0.026845... Generator Loss: 4.775847
Epoch 10/10... Discriminator Loss: 0.028690... Generator Loss: 4.948239 Epoch 10/10... Discriminator Loss: 0.053868... Generator Loss: 5.998557 Epoch 10/10... Discriminator Loss: 0.116327... Generator Loss: 3.681589 Epoch 10/10... Discriminator Loss: 0.185219... Generator Loss: 3.088341 Epoch 10/10... Discriminator Loss: 0.030785... Generator Loss: 8.006687 Epoch 10/10... Discriminator Loss: 0.853961... Generator Loss: 1.108388 Epoch 10/10... Discriminator Loss: 0.276397... Generator Loss: 2.372177 Epoch 10/10... Discriminator Loss: 0.049387... Generator Loss: 4.286304 Epoch 10/10... Discriminator Loss: 0.080956... Generator Loss: 8.011070 Epoch 10/10... Discriminator Loss: 0.011757... Generator Loss: 7.898694
Epoch 10/10... Discriminator Loss: 0.208284... Generator Loss: 3.101974 Epoch 10/10... Discriminator Loss: 0.121351... Generator Loss: 3.431676 Epoch 10/10... Discriminator Loss: 0.262578... Generator Loss: 2.483370 Epoch 10/10... Discriminator Loss: 0.329919... Generator Loss: 2.268216 Epoch 10/10... Discriminator Loss: 0.100927... Generator Loss: 4.354542 Epoch 10/10... Discriminator Loss: 0.074841... Generator Loss: 4.575142 Epoch 10/10... Discriminator Loss: 0.122363... Generator Loss: 3.280879 Epoch 10/10... Discriminator Loss: 0.140361... Generator Loss: 3.221593 Epoch 10/10... Discriminator Loss: 0.193221... Generator Loss: 2.813003 Epoch 10/10... Discriminator Loss: 0.013812... Generator Loss: 8.225217
Epoch 10/10... Discriminator Loss: 0.056284... Generator Loss: 4.356791
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.